Objective: The aim of this study was to propose and evaluate a novel image metric for quantifying spatial heterogeneity of tumor F-18-fluorodeoxyglucose (FDG) uptake within the context of predicting response to chemoradiation in locally advanced cervical cancer. Methods: Ninety patients with locally advanced cervical cancer treated with concomitant chemoradiation were included in this study. Each patient underwent two whole-body F-18-FDG positron emission tomography/computed tomography scans with one before the initiation of treatment for staging and the other at 12 weeks after treatment completion for response assessment. Patients were categorized in terms of response to chemoradiation into two major groups: complete metabolic responders and noncomplete metabolic responders. The capacity of the proposed intratumoral heterogeneity metric to differentiate patients with respect to response to therapy was evaluated and compared with the use of standardized uptake value indices and various texture parameters that had been previously introduced for predicting tumor response to chemoradiation. Results: At baseline, the proposed intratumoral heterogeneity metric along with four texture features, including entropy and energy derived from gray-level co-occurrence matrices and gray-level nonuniformity and zone size nonuniformity from gray-level zone size matrices, was capable of differentiating responders' groups with P values of 0.0026, 0.0252, 0.0240, 0.0234, and 0.0188, respectively. Furthermore, when compared with the texture features exhibiting significant difference between the responders' groups, the proposed metric demonstrated larger area under receiver operating characteristic curve. Conclusions: The proposed metric with quantifying spatial heterogeneity of intratumoral FDG accumulation in a normalized manner may be associated with predictive value of poor response to concurrent chemoradiation in locally advanced cervical cancer.
机构:
Univ Texas Southwestern Med Ctr Dallas, Dept Radiol, 5323 Harry Hines Blvd, Dallas, TX 75390 USAUniv Texas Southwestern Med Ctr Dallas, Dept Radiol, 5323 Harry Hines Blvd, Dallas, TX 75390 USA
Pinho, Daniella F.
King, Brent
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Univ Texas Southwestern Med Ctr Dallas, Dept Radiol, 5323 Harry Hines Blvd, Dallas, TX 75390 USAUniv Texas Southwestern Med Ctr Dallas, Dept Radiol, 5323 Harry Hines Blvd, Dallas, TX 75390 USA
King, Brent
Xi, Yin
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机构:
Univ Texas Southwestern Med Ctr Dallas, Dept Radiol, 5323 Harry Hines Blvd, Dallas, TX 75390 USA
UT Southwestern Med Ctr, Dept Populat & Data Sci, Dallas, TX USAUniv Texas Southwestern Med Ctr Dallas, Dept Radiol, 5323 Harry Hines Blvd, Dallas, TX 75390 USA
Xi, Yin
Albuquerque, Kevin
论文数: 0引用数: 0
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机构:
Univ Texas Southwestern Med Ctr Dallas, Dept Radiat Oncol, Dallas, TX 75390 USAUniv Texas Southwestern Med Ctr Dallas, Dept Radiol, 5323 Harry Hines Blvd, Dallas, TX 75390 USA
Albuquerque, Kevin
Lea, Jayanthi
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机构:
Univ Texas Southwestern Med Ctr Dallas, Dept Obstet & Gynecol, Dallas, TX USAUniv Texas Southwestern Med Ctr Dallas, Dept Radiol, 5323 Harry Hines Blvd, Dallas, TX 75390 USA
Lea, Jayanthi
Subramaniam, Rathan M.
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Univ Texas Southwestern Med Ctr Dallas, Dept Radiol, 5323 Harry Hines Blvd, Dallas, TX 75390 USAUniv Texas Southwestern Med Ctr Dallas, Dept Radiol, 5323 Harry Hines Blvd, Dallas, TX 75390 USA
机构:
Seoul Natl Univ, Coll Med, Dept Obstet & Gynecol, Canc Res Inst, Seoul 03080, South KoreaSeoul Natl Univ, Coll Med, Dept Obstet & Gynecol, Canc Res Inst, Seoul 03080, South Korea
Chung, Hyun Hoon
Kang, Seo Young
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机构:
Seoul Natl Univ, Coll Med, Dept Nucl Med, Canc Res Inst, Seoul 03080, South Korea
Seoul Natl Univ, Dept Mol Med & Biopharmaceut Sci, Grad Sch Convergence Sci & Technol, Seoul 03080, South KoreaSeoul Natl Univ, Coll Med, Dept Obstet & Gynecol, Canc Res Inst, Seoul 03080, South Korea
Kang, Seo Young
Ha, Seunggyun
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机构:
Seoul Natl Univ, Coll Med, Dept Nucl Med, Canc Res Inst, Seoul 03080, South Korea
Seoul Natl Univ, Dept Mol Med & Biopharmaceut Sci, Grad Sch Convergence Sci & Technol, Seoul 03080, South KoreaSeoul Natl Univ, Coll Med, Dept Obstet & Gynecol, Canc Res Inst, Seoul 03080, South Korea
Ha, Seunggyun
Kim, Jae-Weon
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机构:
Seoul Natl Univ, Coll Med, Dept Obstet & Gynecol, Canc Res Inst, Seoul 03080, South KoreaSeoul Natl Univ, Coll Med, Dept Obstet & Gynecol, Canc Res Inst, Seoul 03080, South Korea
Kim, Jae-Weon
Park, Noh-Hyun
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Seoul Natl Univ, Coll Med, Dept Obstet & Gynecol, Canc Res Inst, Seoul 03080, South KoreaSeoul Natl Univ, Coll Med, Dept Obstet & Gynecol, Canc Res Inst, Seoul 03080, South Korea
Park, Noh-Hyun
Song, Yong Sang
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机构:
Seoul Natl Univ, Coll Med, Dept Obstet & Gynecol, Canc Res Inst, Seoul 03080, South KoreaSeoul Natl Univ, Coll Med, Dept Obstet & Gynecol, Canc Res Inst, Seoul 03080, South Korea
Song, Yong Sang
Cheon, Gi Jeong
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机构:
Seoul Natl Univ, Coll Med, Dept Nucl Med, Canc Res Inst, Seoul 03080, South KoreaSeoul Natl Univ, Coll Med, Dept Obstet & Gynecol, Canc Res Inst, Seoul 03080, South Korea
机构:
Walter Reed Natl Mil Med Ctr, Murtha Canc Ctr, Dept Obstet & Gynecol, Gynecol Oncol Serv, Bethesda, MD USA
Inova Hlth Syst, Dept Def, Gynecol Canc Ctr Excellence, Womens Hlth Integrated Res Ctr, Annandale, VA USAWalter Reed Natl Mil Med Ctr, Murtha Canc Ctr, Dept Obstet & Gynecol, Gynecol Oncol Serv, Bethesda, MD USA
Phippen, Neil T.
Havrilesky, Laura J.
论文数: 0引用数: 0
h-index: 0
机构:
Duke Canc Ctr, Div Gynecol Oncol, Durham, NC USAWalter Reed Natl Mil Med Ctr, Murtha Canc Ctr, Dept Obstet & Gynecol, Gynecol Oncol Serv, Bethesda, MD USA
Havrilesky, Laura J.
Barnett, Jason C.
论文数: 0引用数: 0
h-index: 0
机构:
San Antonio Mil Med Ctr, Dept Obstet & Gynecol, Div Gynecol Oncol, Ft Sam Houston, TX USAWalter Reed Natl Mil Med Ctr, Murtha Canc Ctr, Dept Obstet & Gynecol, Gynecol Oncol Serv, Bethesda, MD USA
Barnett, Jason C.
Hamilton, Chad A.
论文数: 0引用数: 0
h-index: 0
机构:
Walter Reed Natl Mil Med Ctr, Murtha Canc Ctr, Dept Obstet & Gynecol, Gynecol Oncol Serv, Bethesda, MD USA
Inova Hlth Syst, Dept Def, Gynecol Canc Ctr Excellence, Womens Hlth Integrated Res Ctr, Annandale, VA USAWalter Reed Natl Mil Med Ctr, Murtha Canc Ctr, Dept Obstet & Gynecol, Gynecol Oncol Serv, Bethesda, MD USA
Hamilton, Chad A.
Stany, Michael P.
论文数: 0引用数: 0
h-index: 0
机构:
Walter Reed Natl Mil Med Ctr, Murtha Canc Ctr, Dept Obstet & Gynecol, Gynecol Oncol Serv, Bethesda, MD USAWalter Reed Natl Mil Med Ctr, Murtha Canc Ctr, Dept Obstet & Gynecol, Gynecol Oncol Serv, Bethesda, MD USA
Stany, Michael P.
Lowery, William J.
论文数: 0引用数: 0
h-index: 0
机构:
Walter Reed Natl Mil Med Ctr, Murtha Canc Ctr, Dept Obstet & Gynecol, Gynecol Oncol Serv, Bethesda, MD USA
Inova Hlth Syst, Dept Def, Gynecol Canc Ctr Excellence, Womens Hlth Integrated Res Ctr, Annandale, VA USAWalter Reed Natl Mil Med Ctr, Murtha Canc Ctr, Dept Obstet & Gynecol, Gynecol Oncol Serv, Bethesda, MD USA
机构:
Washington Univ, Sch Med, Dept Radiat Oncol, 4511 Forest Pk Ave, St Louis, MO 63108 USA
Univ Wisconsin, Sch Med & Publ Hlth, Dept Human Oncol, Madison, WI USAWashington Univ, Sch Med, Dept Radiat Oncol, 4511 Forest Pk Ave, St Louis, MO 63108 USA
Floberg, John M.
Zhang, Jin
论文数: 0引用数: 0
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机构:
Washington Univ, Sch Med, Dept Radiat Oncol, 4511 Forest Pk Ave, St Louis, MO 63108 USAWashington Univ, Sch Med, Dept Radiat Oncol, 4511 Forest Pk Ave, St Louis, MO 63108 USA
Zhang, Jin
Muhammad, Naoshad
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机构:
Washington Univ, Sch Med, Dept Radiat Oncol, 4511 Forest Pk Ave, St Louis, MO 63108 USAWashington Univ, Sch Med, Dept Radiat Oncol, 4511 Forest Pk Ave, St Louis, MO 63108 USA
Muhammad, Naoshad
DeWees, Todd A.
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h-index: 0
机构:
Mayo Clin, Div Biomed Stat & Informat, Phoenix, AZ USAWashington Univ, Sch Med, Dept Radiat Oncol, 4511 Forest Pk Ave, St Louis, MO 63108 USA
DeWees, Todd A.
Inkman, Matthew
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Sch Med, Dept Radiat Oncol, 4511 Forest Pk Ave, St Louis, MO 63108 USAWashington Univ, Sch Med, Dept Radiat Oncol, 4511 Forest Pk Ave, St Louis, MO 63108 USA
Inkman, Matthew
Chen, Kevin
论文数: 0引用数: 0
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机构:
Washington Univ, Sch Med, St Louis, MO USAWashington Univ, Sch Med, Dept Radiat Oncol, 4511 Forest Pk Ave, St Louis, MO 63108 USA
Chen, Kevin
Lin, Alexander J.
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Sch Med, Dept Radiat Oncol, 4511 Forest Pk Ave, St Louis, MO 63108 USAWashington Univ, Sch Med, Dept Radiat Oncol, 4511 Forest Pk Ave, St Louis, MO 63108 USA
Lin, Alexander J.
Rashmi, Ramachandran
论文数: 0引用数: 0
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机构:
Washington Univ, Sch Med, Dept Radiat Oncol, 4511 Forest Pk Ave, St Louis, MO 63108 USAWashington Univ, Sch Med, Dept Radiat Oncol, 4511 Forest Pk Ave, St Louis, MO 63108 USA
Rashmi, Ramachandran
Jayachandran, Kay
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机构:
Washington Univ, Sch Med, Dept Radiat Oncol, 4511 Forest Pk Ave, St Louis, MO 63108 USAWashington Univ, Sch Med, Dept Radiat Oncol, 4511 Forest Pk Ave, St Louis, MO 63108 USA
Jayachandran, Kay
Edelson, Brian T.
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机构:
Washington Univ, Sch Med, Dept Pathol & Immunol, St Louis, MO USAWashington Univ, Sch Med, Dept Radiat Oncol, 4511 Forest Pk Ave, St Louis, MO 63108 USA
Edelson, Brian T.
Siegel, Barry A.
论文数: 0引用数: 0
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机构:
Washington Univ, Sch Med, Mallinckrodt Inst Radiol, St Louis, MO USA
Washington Univ, Sch Med, Alvin J Siteman Canc Ctr, St Louis, MO USAWashington Univ, Sch Med, Dept Radiat Oncol, 4511 Forest Pk Ave, St Louis, MO 63108 USA
Siegel, Barry A.
Dehdashti, Farrokh
论文数: 0引用数: 0
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机构:
Washington Univ, Sch Med, Mallinckrodt Inst Radiol, St Louis, MO USA
Washington Univ, Sch Med, Alvin J Siteman Canc Ctr, St Louis, MO USAWashington Univ, Sch Med, Dept Radiat Oncol, 4511 Forest Pk Ave, St Louis, MO 63108 USA
Dehdashti, Farrokh
Grigsby, Perry W.
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Sch Med, Dept Radiat Oncol, 4511 Forest Pk Ave, St Louis, MO 63108 USA
Washington Univ, Sch Med, Mallinckrodt Inst Radiol, St Louis, MO USA
Washington Univ, Sch Med, Alvin J Siteman Canc Ctr, St Louis, MO USAWashington Univ, Sch Med, Dept Radiat Oncol, 4511 Forest Pk Ave, St Louis, MO 63108 USA
Grigsby, Perry W.
Markovina, Stephanie
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Sch Med, Dept Radiat Oncol, 4511 Forest Pk Ave, St Louis, MO 63108 USA
Washington Univ, Sch Med, Alvin J Siteman Canc Ctr, St Louis, MO USAWashington Univ, Sch Med, Dept Radiat Oncol, 4511 Forest Pk Ave, St Louis, MO 63108 USA
Markovina, Stephanie
Schwarz, Julie K.
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Sch Med, Dept Radiat Oncol, 4511 Forest Pk Ave, St Louis, MO 63108 USA
Washington Univ, Sch Med, Alvin J Siteman Canc Ctr, St Louis, MO USA
Washington Univ, Sch Med, Dept Cell Biol & Physiol, St Louis, MO 63110 USAWashington Univ, Sch Med, Dept Radiat Oncol, 4511 Forest Pk Ave, St Louis, MO 63108 USA
机构:
Yonsei Univ, Coll Med, Dept Obstet Gynecol, Womens Canc Clin,Inst Womens Life Med Sci, Seoul, South KoreaYonsei Univ, Coll Med, Dept Obstet Gynecol, Womens Canc Clin,Inst Womens Life Med Sci, Seoul, South Korea
Yoon, Jung Won
Kim, Sunghoon
论文数: 0引用数: 0
h-index: 0
机构:
Yonsei Univ, Coll Med, Dept Obstet Gynecol, Womens Canc Clin,Inst Womens Life Med Sci, Seoul, South KoreaYonsei Univ, Coll Med, Dept Obstet Gynecol, Womens Canc Clin,Inst Womens Life Med Sci, Seoul, South Korea
Kim, Sunghoon
Kim, Sang Wun
论文数: 0引用数: 0
h-index: 0
机构:
Yonsei Univ, Coll Med, Dept Obstet Gynecol, Womens Canc Clin,Inst Womens Life Med Sci, Seoul, South KoreaYonsei Univ, Coll Med, Dept Obstet Gynecol, Womens Canc Clin,Inst Womens Life Med Sci, Seoul, South Korea
Kim, Sang Wun
Kim, Young Tae
论文数: 0引用数: 0
h-index: 0
机构:
Yonsei Univ, Coll Med, Dept Obstet Gynecol, Womens Canc Clin,Inst Womens Life Med Sci, Seoul, South KoreaYonsei Univ, Coll Med, Dept Obstet Gynecol, Womens Canc Clin,Inst Womens Life Med Sci, Seoul, South Korea
Kim, Young Tae
Kang, Won Jun
论文数: 0引用数: 0
h-index: 0
机构:
Yonsei Univ, Coll Med, Dept Nucl Med, Seongsan No 250,CPO Box 8044, Seoul 120752, South KoreaYonsei Univ, Coll Med, Dept Obstet Gynecol, Womens Canc Clin,Inst Womens Life Med Sci, Seoul, South Korea
Kang, Won Jun
Nam, Eun Ji
论文数: 0引用数: 0
h-index: 0
机构:
Yonsei Univ, Coll Med, Dept Obstet Gynecol, Womens Canc Clin,Inst Womens Life Med Sci, Seoul, South KoreaYonsei Univ, Coll Med, Dept Obstet Gynecol, Womens Canc Clin,Inst Womens Life Med Sci, Seoul, South Korea