Statistical shape model-based planning organ-at-risk volume: application to pancreatic cancer patients
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Nakamura, Mitsuhiro
[1
,2
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Nakao, Megumi
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Kyoto Univ, Grad Sch Informat, Dept Syst Sci, Kyoto 6068501, JapanKyoto Univ, Grad Sch Med, Dept Informat Technol & Med Engn, Human Hlth Sci,Div Med Phys, Kyoto 6068507, Japan
Nakao, Megumi
[3
]
Mukumoto, Nobutaka
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Kyoto Univ, Grad Sch Med, Dept Radiat Oncol & Image Appl Therapy, Kyoto 6068507, JapanKyoto Univ, Grad Sch Med, Dept Informat Technol & Med Engn, Human Hlth Sci,Div Med Phys, Kyoto 6068507, Japan
Mukumoto, Nobutaka
[2
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Ashida, Ryo
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Kyoto Univ, Grad Sch Med, Dept Radiat Oncol & Image Appl Therapy, Kyoto 6068507, JapanKyoto Univ, Grad Sch Med, Dept Informat Technol & Med Engn, Human Hlth Sci,Div Med Phys, Kyoto 6068507, Japan
Ashida, Ryo
[2
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Hirashima, Hideaki
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Kyoto Univ, Grad Sch Med, Dept Radiat Oncol & Image Appl Therapy, Kyoto 6068507, JapanKyoto Univ, Grad Sch Med, Dept Informat Technol & Med Engn, Human Hlth Sci,Div Med Phys, Kyoto 6068507, Japan
Hirashima, Hideaki
[2
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Yoshimura, Michio
[2
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Mizowaki, Takashi
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Kyoto Univ, Grad Sch Med, Dept Radiat Oncol & Image Appl Therapy, Kyoto 6068507, JapanKyoto Univ, Grad Sch Med, Dept Informat Technol & Med Engn, Human Hlth Sci,Div Med Phys, Kyoto 6068507, Japan
Mizowaki, Takashi
[2
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机构:
[1] Kyoto Univ, Grad Sch Med, Dept Informat Technol & Med Engn, Human Hlth Sci,Div Med Phys, Kyoto 6068507, Japan
[2] Kyoto Univ, Grad Sch Med, Dept Radiat Oncol & Image Appl Therapy, Kyoto 6068507, Japan
[3] Kyoto Univ, Grad Sch Informat, Dept Syst Sci, Kyoto 6068501, Japan
来源:
PHYSICS IN MEDICINE AND BIOLOGY
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2021年
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66卷
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01期
Purpose. To introduce the concept of statistical shape model (SSM)-based planning organ-at-risk volume (sPRV) for pancreatic cancer patients. Methods. A total of 120 pancreatic cancer patients were enrolled in this study. After correcting inter-patient variations in the centroid position of the planning target volume (PTV), four different SSMs were constructed by registering a deformable template model to an individual model for the stomach and duodenum. The sPRV, which focused on the following different components of the inter-patient variations, was then created: Scenario A: shape, rotational angle, volume, and centroid position; Scenario B: shape, rotational angle, and volume; Scenario C: shape and rotational angle; and Scenario D: shape. The conventional PRV (cPRV) was created by adding an isotropic margin R (3-15 mm) to the mean shape model. The corresponding sPRV was created from the SSM until the volume difference between the cPRV and sPRV was less than 1%. Thereafter, we computed the overlapping volume between the PTV and cPRV (OLc) or sPRV (OLs) in each patient. OLs being larger than OLc implies that the local shape variations in the corresponding OAR close to the PTV were large. Therefore, OLs/OLc was calculated in each patient for each R-value, and the median value of OLs/OLc was regarded as a surrogate for plan quality for each R-value. Results. For R = 3 and 5 mm, OLs/OLc exceeded 1 for the stomach and duodenum in all scenarios, with a maximum OLs/OLc of 1.21. This indicates that smaller isotropic margins did not sufficiently account for the local shape changes close to the PTV. Conclusions. Our results indicated that, in contrast to conventional PRV, SSM-based PRVs, which account for local shape changes, would result in better dose sparing for the stomach and duodenum in pancreatic cancer patients.
机构:
Erasmus MC Univ Med Ctr Rotterdam, Dept Med Informat, NL-3000 CA Rotterdam, Netherlands
Erasmus MC Univ Med Ctr Rotterdam, Dept Radiol, NL-3000 CA Rotterdam, Netherlands
Leiden Univ, Med Ctr, Dept Radiol, Div Image Proc, NL-2300 RC Leiden, NetherlandsErasmus MC Univ Med Ctr Rotterdam, Dept Med Informat, NL-3000 CA Rotterdam, Netherlands
Baka, N.
de Bruijne, M.
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Erasmus MC, Dept Med Informat, NL-3000 CA Rotterdam, Netherlands
Erasmus MC, Dept Radiol, NL-3000 CA Rotterdam, Netherlands
Univ Copenhagen, Dept Comp Sci, DK-2100 Copenhagen, DenmarkErasmus MC Univ Med Ctr Rotterdam, Dept Med Informat, NL-3000 CA Rotterdam, Netherlands
de Bruijne, M.
van Walsum, T.
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Erasmus MC, Dept Med Informat, NL-3000 CA Rotterdam, Netherlands
Erasmus MC, Dept Radiol, NL-3000 CA Rotterdam, NetherlandsErasmus MC Univ Med Ctr Rotterdam, Dept Med Informat, NL-3000 CA Rotterdam, Netherlands
van Walsum, T.
Kaptein, B. L.
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Leiden Univ, Med Ctr, Dept Orthopaed, NL-2300 RC Leiden, NetherlandsErasmus MC Univ Med Ctr Rotterdam, Dept Med Informat, NL-3000 CA Rotterdam, Netherlands
Kaptein, B. L.
Giphart, J. E.
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Steadman Philippon Res Inst, Biomech Res Dept, Vail, CO 81657 USAErasmus MC Univ Med Ctr Rotterdam, Dept Med Informat, NL-3000 CA Rotterdam, Netherlands
Giphart, J. E.
Schaap, M.
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Erasmus MC, Dept Med Informat, NL-3000 CA Rotterdam, Netherlands
Erasmus MC, Dept Radiol, NL-3000 CA Rotterdam, NetherlandsErasmus MC Univ Med Ctr Rotterdam, Dept Med Informat, NL-3000 CA Rotterdam, Netherlands
Schaap, M.
Niessen, W. J.
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Erasmus MC, Dept Med Informat, NL-3000 CA Rotterdam, Netherlands
Erasmus MC, Dept Radiol, NL-3000 CA Rotterdam, Netherlands
Delft Univ Technol, Fac Sci Appl, NL-2600 AA Delft, NetherlandsErasmus MC Univ Med Ctr Rotterdam, Dept Med Informat, NL-3000 CA Rotterdam, Netherlands
Niessen, W. J.
Lelieveldt, B. P. F.
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Leiden Univ, Med Ctr, Dept Radiol, Div Image Proc, NL-2300 RC Leiden, Netherlands
Delft Univ Technol, Dept Mediamat, NL-2600 AA Delft, NetherlandsErasmus MC Univ Med Ctr Rotterdam, Dept Med Informat, NL-3000 CA Rotterdam, Netherlands
机构:
Univ Aix Marseille, Lab Pharmacocinet, UMR MD3, F-13385 Marseille 05, FranceUniv Aix Marseille, Lab Pharmacocinet, UMR MD3, F-13385 Marseille 05, France
Barbolosi, D.
Verga, F.
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Univ Aix Marseille, Lab Pharmacocinet, UMR MD3, F-13385 Marseille 05, France
Univ Aix Marseille 1, CNRS, LATP, UMR 6632, F-13453 Marseille 13, FranceUniv Aix Marseille, Lab Pharmacocinet, UMR MD3, F-13385 Marseille 05, France
Verga, F.
You, B.
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Univ Lyon, Fac Med Lyon Sud, EA 3738, F-69622 Villeurbanne, France
Hosp Civils Lyon, Med Oncol Serv, Ctr Hosp Lyon Sud, F-69310 Pierre Benite, France
Princess Margaret Hosp, Dept Med Oncol, Drug Dev Program, Toronto, ON M4X 1K9, CanadaUniv Aix Marseille, Lab Pharmacocinet, UMR MD3, F-13385 Marseille 05, France
You, B.
Benabdallah, A.
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Univ Aix Marseille 1, CNRS, LATP, UMR 6632, F-13453 Marseille 13, FranceUniv Aix Marseille, Lab Pharmacocinet, UMR MD3, F-13385 Marseille 05, France
Benabdallah, A.
Hubert, F.
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Univ Aix Marseille 1, CNRS, LATP, UMR 6632, F-13453 Marseille 13, FranceUniv Aix Marseille, Lab Pharmacocinet, UMR MD3, F-13385 Marseille 05, France
Hubert, F.
Mercier, C.
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Univ Aix Marseille, Lab Pharmacocinet, UMR MD3, F-13385 Marseille 05, France
CHU Timone, AP HM, F-13385 Marseille 05, FranceUniv Aix Marseille, Lab Pharmacocinet, UMR MD3, F-13385 Marseille 05, France
Mercier, C.
Ciccolini, J.
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Univ Aix Marseille, Lab Pharmacocinet, UMR MD3, F-13385 Marseille 05, FranceUniv Aix Marseille, Lab Pharmacocinet, UMR MD3, F-13385 Marseille 05, France
Ciccolini, J.
Faivre, C.
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Univ Aix Marseille, Lab Pharmacocinet, UMR MD3, F-13385 Marseille 05, FranceUniv Aix Marseille, Lab Pharmacocinet, UMR MD3, F-13385 Marseille 05, France
机构:
Kyoto Univ, Grad Sch Informat, Sakyo Ku, Yoshida Honmachi, Kyoto 6068501, JapanKyoto Univ, Grad Sch Informat, Sakyo Ku, Yoshida Honmachi, Kyoto 6068501, Japan
Nakao, Megumi
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Nakamura, Mitsuhiro
Mizowaki, Takashi
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Kyoto Univ Hosp, Dept Radiat Oncol & Image Appl Therapy, Sakyo Ku, Shogoin Kawahara Cho, Kyoto 6068507, JapanKyoto Univ, Grad Sch Informat, Sakyo Ku, Yoshida Honmachi, Kyoto 6068501, Japan
Mizowaki, Takashi
Matsuda, Tetsuya
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Kyoto Univ, Grad Sch Informat, Sakyo Ku, Yoshida Honmachi, Kyoto 6068501, JapanKyoto Univ, Grad Sch Informat, Sakyo Ku, Yoshida Honmachi, Kyoto 6068501, Japan