Purpose Spread through air space (STAS) is a novel invasive pattern of lung adenocarcinoma and is also a risk factor for recurrence and worse prognosis of lung adenocarcinoma. The aims of this study are to develop and validate a computed tomography (CT)-based radiomics model for preoperative prediction of STAS in lung adenocarcinoma. Methods and materials This retrospective study was approved by an institutional review board and included 462 (mean age, 58.06 years) patients with pathologically confirmed lung adenocarcinoma. STAS was identified in 90 patients (19.5%). Two experienced radiologists segmented and extracted radiomics features on preoperative thin-slice CT images with radiomics extension independently. Intraclass correlation coefficients (ICC) and Pearson's correlation were used to rule out those low reliable (ICC < 0.75) and redundant (r > 0.9) features. Univariate logistic regression was applied to select radiomics features which were associated with STAS. A radiomics-based machine learning predictive model using a random forest (RF) was developed and calibrated with fivefold cross-validation. The diagnostic performance of the model was measured by the area under the curve (AUC) of receiver operating characteristic (ROC). Results With univariate analysis, 12 radiomics features and age were found to be associated with STAS significantly. The RF model achieved an AUC of 0.754 (a sensitivity of 0.880 and a specificity of 0.588) for predicting STAS. Conclusion CT-based radiomics model can preoperatively predict STAS in lung adenocarcinoma with good diagnosis performance.
机构:
Beth Israel Deaconess Med Ctr, Dept Radiol, 330 Brookline Ave, Boston, MA 02215 USABeth Israel Deaconess Med Ctr, Dept Radiol, 330 Brookline Ave, Boston, MA 02215 USA
de Margerie-Mellon, Constance
Onken, Allison
论文数: 0引用数: 0
h-index: 0
机构:
Beth Israel Deaconess Med Ctr, Dept Pathol, 330 Brookline Ave, Boston, MA 02215 USABeth Israel Deaconess Med Ctr, Dept Radiol, 330 Brookline Ave, Boston, MA 02215 USA
Onken, Allison
Heidinger, Benedikt H.
论文数: 0引用数: 0
h-index: 0
机构:
Beth Israel Deaconess Med Ctr, Dept Radiol, 330 Brookline Ave, Boston, MA 02215 USABeth Israel Deaconess Med Ctr, Dept Radiol, 330 Brookline Ave, Boston, MA 02215 USA
Heidinger, Benedikt H.
VanderLaan, Paul A.
论文数: 0引用数: 0
h-index: 0
机构:
Beth Israel Deaconess Med Ctr, Dept Pathol, 330 Brookline Ave, Boston, MA 02215 USABeth Israel Deaconess Med Ctr, Dept Radiol, 330 Brookline Ave, Boston, MA 02215 USA
VanderLaan, Paul A.
Bankier, Alexander A.
论文数: 0引用数: 0
h-index: 0
机构:
Beth Israel Deaconess Med Ctr, Dept Radiol, 330 Brookline Ave, Boston, MA 02215 USABeth Israel Deaconess Med Ctr, Dept Radiol, 330 Brookline Ave, Boston, MA 02215 USA
机构:
Mem Sloan Kettering Canc Ctr, Thorac Serv, Dept Surg, New York, NY 10065 USA
Kagawa Univ, Fac Med, Dept Diagnost Pathol, Kagawa, JapanMem Sloan Kettering Canc Ctr, Thorac Serv, Dept Surg, New York, NY 10065 USA
Kadota, Kyuichi
Nitadori, Jun-ichi
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Thorac Serv, Dept Surg, New York, NY 10065 USA
Univ Tokyo, Grad Sch Med, Dept Thorac Surg, Tokyo, JapanMem Sloan Kettering Canc Ctr, Thorac Serv, Dept Surg, New York, NY 10065 USA
Nitadori, Jun-ichi
Sima, Camelia S.
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Dept Epidemiol & Biostat, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Thorac Serv, Dept Surg, New York, NY 10065 USA
Sima, Camelia S.
Ujiie, Hideki
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Thorac Serv, Dept Surg, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Thorac Serv, Dept Surg, New York, NY 10065 USA
Ujiie, Hideki
Rizk, Nabil P.
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Thorac Serv, Dept Surg, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Thorac Serv, Dept Surg, New York, NY 10065 USA
Rizk, Nabil P.
Jones, David R.
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Thorac Serv, Dept Surg, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Thorac Serv, Dept Surg, New York, NY 10065 USA
Jones, David R.
Adusumilli, Prasad S.
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Thorac Serv, Dept Surg, New York, NY 10065 USA
Mem Sloan Kettering Canc Ctr, Ctr Cell Engn, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Thorac Serv, Dept Surg, New York, NY 10065 USA
Adusumilli, Prasad S.
Travis, William D.
论文数: 0引用数: 0
h-index: 0
机构:Mem Sloan Kettering Canc Ctr, Thorac Serv, Dept Surg, New York, NY 10065 USA
机构:
Sungkyunkwan Univ, Samsung Med Ctr, Sch Med, Dept Radiol, 81 Irwon Ro, Seoul 06351, South KoreaSungkyunkwan Univ, Samsung Med Ctr, Sch Med, Dept Radiol, 81 Irwon Ro, Seoul 06351, South Korea
Kim, Seon Kyoung
Kim, Tae Jung
论文数: 0引用数: 0
h-index: 0
机构:
Sungkyunkwan Univ, Samsung Med Ctr, Sch Med, Dept Radiol, 81 Irwon Ro, Seoul 06351, South KoreaSungkyunkwan Univ, Samsung Med Ctr, Sch Med, Dept Radiol, 81 Irwon Ro, Seoul 06351, South Korea
Kim, Tae Jung
Chung, Myung Jin
论文数: 0引用数: 0
h-index: 0
机构:
Sungkyunkwan Univ, Samsung Med Ctr, Sch Med, Dept Radiol, 81 Irwon Ro, Seoul 06351, South KoreaSungkyunkwan Univ, Samsung Med Ctr, Sch Med, Dept Radiol, 81 Irwon Ro, Seoul 06351, South Korea
Chung, Myung Jin
Kim, Tae Sung
论文数: 0引用数: 0
h-index: 0
机构:
Sungkyunkwan Univ, Samsung Med Ctr, Sch Med, Dept Radiol, 81 Irwon Ro, Seoul 06351, South KoreaSungkyunkwan Univ, Samsung Med Ctr, Sch Med, Dept Radiol, 81 Irwon Ro, Seoul 06351, South Korea
Kim, Tae Sung
Lee, Kyung Soo
论文数: 0引用数: 0
h-index: 0
机构:
Sungkyunkwan Univ, Samsung Med Ctr, Sch Med, Dept Radiol, 81 Irwon Ro, Seoul 06351, South KoreaSungkyunkwan Univ, Samsung Med Ctr, Sch Med, Dept Radiol, 81 Irwon Ro, Seoul 06351, South Korea
Lee, Kyung Soo
Zo, Jae Ill
论文数: 0引用数: 0
h-index: 0
机构:
Sungkyunkwan Univ, Samsung Med Ctr, Sch Med, Dept Thorac Surg, 81 Irwon Ro, Seoul 06351, South KoreaSungkyunkwan Univ, Samsung Med Ctr, Sch Med, Dept Radiol, 81 Irwon Ro, Seoul 06351, South Korea
Zo, Jae Ill
Shim, Young Mog
论文数: 0引用数: 0
h-index: 0
机构:
Sungkyunkwan Univ, Samsung Med Ctr, Sch Med, Dept Thorac Surg, 81 Irwon Ro, Seoul 06351, South KoreaSungkyunkwan Univ, Samsung Med Ctr, Sch Med, Dept Radiol, 81 Irwon Ro, Seoul 06351, South Korea
机构:
Univ S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Canc Imaging & Metab, Tampa, FL 33612 USAUniv S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Canc Imaging & Metab, Tampa, FL 33612 USA
Kumar, Virendra
Gu, Yuhua
论文数: 0引用数: 0
h-index: 0
机构:
Univ S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Canc Imaging & Metab, Tampa, FL 33612 USAUniv S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Canc Imaging & Metab, Tampa, FL 33612 USA
Gu, Yuhua
Basu, Satrajit
论文数: 0引用数: 0
h-index: 0
机构:
Univ S Florida, Dept Comp Sci & Engn, Tampa, FL 33620 USAUniv S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Canc Imaging & Metab, Tampa, FL 33612 USA
Basu, Satrajit
Berglund, Anders
论文数: 0引用数: 0
h-index: 0
机构:
Univ S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Bioinformat, Tampa, FL 33612 USAUniv S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Canc Imaging & Metab, Tampa, FL 33612 USA
Berglund, Anders
Eschrich, Steven A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Bioinformat, Tampa, FL 33612 USAUniv S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Canc Imaging & Metab, Tampa, FL 33612 USA
Eschrich, Steven A.
Schabath, Matthew B.
论文数: 0引用数: 0
h-index: 0
机构:
Univ S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Canc Epidemiol, Tampa, FL 33612 USAUniv S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Canc Imaging & Metab, Tampa, FL 33612 USA
Schabath, Matthew B.
Forster, Kenneth
论文数: 0引用数: 0
h-index: 0
机构:
Univ S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Radiat Oncol, Tampa, FL 33612 USAUniv S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Canc Imaging & Metab, Tampa, FL 33612 USA
Forster, Kenneth
Aerts, Hugo J. W. L.
论文数: 0引用数: 0
h-index: 0
机构:
Maastricht Univ, Med Ctr, GROW Sch Oncol & Dev Biol, Dept Radiat Oncol MAASTRO, Maastricht, Netherlands
Harvard Univ, Sch Publ Hlth, Dana Farber Canc Inst, Dept Biostat & Computat Biol,Computat Biol & Func, Boston, MA 02115 USAUniv S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Canc Imaging & Metab, Tampa, FL 33612 USA
Aerts, Hugo J. W. L.
Dekker, Andre
论文数: 0引用数: 0
h-index: 0
机构:
Maastricht Univ, Med Ctr, GROW Sch Oncol & Dev Biol, Dept Radiat Oncol MAASTRO, Maastricht, NetherlandsUniv S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Canc Imaging & Metab, Tampa, FL 33612 USA
Dekker, Andre
Fenstermacher, David
论文数: 0引用数: 0
h-index: 0
机构:
Univ S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Bioinformat, Tampa, FL 33612 USAUniv S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Canc Imaging & Metab, Tampa, FL 33612 USA
Fenstermacher, David
Goldgof, Dmitry B.
论文数: 0引用数: 0
h-index: 0
机构:
Univ S Florida, Dept Comp Sci & Engn, Tampa, FL 33620 USAUniv S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Canc Imaging & Metab, Tampa, FL 33612 USA
Goldgof, Dmitry B.
Hall, Lawrence O.
论文数: 0引用数: 0
h-index: 0
机构:
Univ S Florida, Dept Comp Sci & Engn, Tampa, FL 33620 USAUniv S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Canc Imaging & Metab, Tampa, FL 33612 USA
Hall, Lawrence O.
Lambin, Philippe
论文数: 0引用数: 0
h-index: 0
机构:
Maastricht Univ, Med Ctr, GROW Sch Oncol & Dev Biol, Dept Radiat Oncol MAASTRO, Maastricht, NetherlandsUniv S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Canc Imaging & Metab, Tampa, FL 33612 USA
Lambin, Philippe
Balagurunathan, Yoganand
论文数: 0引用数: 0
h-index: 0
机构:
Univ S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Canc Imaging & Metab, Tampa, FL 33612 USAUniv S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Canc Imaging & Metab, Tampa, FL 33612 USA
Balagurunathan, Yoganand
Gatenby, Robert A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Radiol, Tampa, FL 33612 USAUniv S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Canc Imaging & Metab, Tampa, FL 33612 USA
Gatenby, Robert A.
Gillies, Robert J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Canc Imaging & Metab, Tampa, FL 33612 USA
Univ S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Radiol, Tampa, FL 33612 USAUniv S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Canc Imaging & Metab, Tampa, FL 33612 USA
机构:
Beth Israel Deaconess Med Ctr, Dept Radiol, 330 Brookline Ave, Boston, MA 02215 USABeth Israel Deaconess Med Ctr, Dept Radiol, 330 Brookline Ave, Boston, MA 02215 USA
de Margerie-Mellon, Constance
Onken, Allison
论文数: 0引用数: 0
h-index: 0
机构:
Beth Israel Deaconess Med Ctr, Dept Pathol, 330 Brookline Ave, Boston, MA 02215 USABeth Israel Deaconess Med Ctr, Dept Radiol, 330 Brookline Ave, Boston, MA 02215 USA
Onken, Allison
Heidinger, Benedikt H.
论文数: 0引用数: 0
h-index: 0
机构:
Beth Israel Deaconess Med Ctr, Dept Radiol, 330 Brookline Ave, Boston, MA 02215 USABeth Israel Deaconess Med Ctr, Dept Radiol, 330 Brookline Ave, Boston, MA 02215 USA
Heidinger, Benedikt H.
VanderLaan, Paul A.
论文数: 0引用数: 0
h-index: 0
机构:
Beth Israel Deaconess Med Ctr, Dept Pathol, 330 Brookline Ave, Boston, MA 02215 USABeth Israel Deaconess Med Ctr, Dept Radiol, 330 Brookline Ave, Boston, MA 02215 USA
VanderLaan, Paul A.
Bankier, Alexander A.
论文数: 0引用数: 0
h-index: 0
机构:
Beth Israel Deaconess Med Ctr, Dept Radiol, 330 Brookline Ave, Boston, MA 02215 USABeth Israel Deaconess Med Ctr, Dept Radiol, 330 Brookline Ave, Boston, MA 02215 USA
机构:
Mem Sloan Kettering Canc Ctr, Thorac Serv, Dept Surg, New York, NY 10065 USA
Kagawa Univ, Fac Med, Dept Diagnost Pathol, Kagawa, JapanMem Sloan Kettering Canc Ctr, Thorac Serv, Dept Surg, New York, NY 10065 USA
Kadota, Kyuichi
Nitadori, Jun-ichi
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Thorac Serv, Dept Surg, New York, NY 10065 USA
Univ Tokyo, Grad Sch Med, Dept Thorac Surg, Tokyo, JapanMem Sloan Kettering Canc Ctr, Thorac Serv, Dept Surg, New York, NY 10065 USA
Nitadori, Jun-ichi
Sima, Camelia S.
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Dept Epidemiol & Biostat, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Thorac Serv, Dept Surg, New York, NY 10065 USA
Sima, Camelia S.
Ujiie, Hideki
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Thorac Serv, Dept Surg, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Thorac Serv, Dept Surg, New York, NY 10065 USA
Ujiie, Hideki
Rizk, Nabil P.
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Thorac Serv, Dept Surg, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Thorac Serv, Dept Surg, New York, NY 10065 USA
Rizk, Nabil P.
Jones, David R.
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Thorac Serv, Dept Surg, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Thorac Serv, Dept Surg, New York, NY 10065 USA
Jones, David R.
Adusumilli, Prasad S.
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Thorac Serv, Dept Surg, New York, NY 10065 USA
Mem Sloan Kettering Canc Ctr, Ctr Cell Engn, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Thorac Serv, Dept Surg, New York, NY 10065 USA
Adusumilli, Prasad S.
Travis, William D.
论文数: 0引用数: 0
h-index: 0
机构:Mem Sloan Kettering Canc Ctr, Thorac Serv, Dept Surg, New York, NY 10065 USA
机构:
Sungkyunkwan Univ, Samsung Med Ctr, Sch Med, Dept Radiol, 81 Irwon Ro, Seoul 06351, South KoreaSungkyunkwan Univ, Samsung Med Ctr, Sch Med, Dept Radiol, 81 Irwon Ro, Seoul 06351, South Korea
Kim, Seon Kyoung
Kim, Tae Jung
论文数: 0引用数: 0
h-index: 0
机构:
Sungkyunkwan Univ, Samsung Med Ctr, Sch Med, Dept Radiol, 81 Irwon Ro, Seoul 06351, South KoreaSungkyunkwan Univ, Samsung Med Ctr, Sch Med, Dept Radiol, 81 Irwon Ro, Seoul 06351, South Korea
Kim, Tae Jung
Chung, Myung Jin
论文数: 0引用数: 0
h-index: 0
机构:
Sungkyunkwan Univ, Samsung Med Ctr, Sch Med, Dept Radiol, 81 Irwon Ro, Seoul 06351, South KoreaSungkyunkwan Univ, Samsung Med Ctr, Sch Med, Dept Radiol, 81 Irwon Ro, Seoul 06351, South Korea
Chung, Myung Jin
Kim, Tae Sung
论文数: 0引用数: 0
h-index: 0
机构:
Sungkyunkwan Univ, Samsung Med Ctr, Sch Med, Dept Radiol, 81 Irwon Ro, Seoul 06351, South KoreaSungkyunkwan Univ, Samsung Med Ctr, Sch Med, Dept Radiol, 81 Irwon Ro, Seoul 06351, South Korea
Kim, Tae Sung
Lee, Kyung Soo
论文数: 0引用数: 0
h-index: 0
机构:
Sungkyunkwan Univ, Samsung Med Ctr, Sch Med, Dept Radiol, 81 Irwon Ro, Seoul 06351, South KoreaSungkyunkwan Univ, Samsung Med Ctr, Sch Med, Dept Radiol, 81 Irwon Ro, Seoul 06351, South Korea
Lee, Kyung Soo
Zo, Jae Ill
论文数: 0引用数: 0
h-index: 0
机构:
Sungkyunkwan Univ, Samsung Med Ctr, Sch Med, Dept Thorac Surg, 81 Irwon Ro, Seoul 06351, South KoreaSungkyunkwan Univ, Samsung Med Ctr, Sch Med, Dept Radiol, 81 Irwon Ro, Seoul 06351, South Korea
Zo, Jae Ill
Shim, Young Mog
论文数: 0引用数: 0
h-index: 0
机构:
Sungkyunkwan Univ, Samsung Med Ctr, Sch Med, Dept Thorac Surg, 81 Irwon Ro, Seoul 06351, South KoreaSungkyunkwan Univ, Samsung Med Ctr, Sch Med, Dept Radiol, 81 Irwon Ro, Seoul 06351, South Korea
机构:
Univ S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Canc Imaging & Metab, Tampa, FL 33612 USAUniv S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Canc Imaging & Metab, Tampa, FL 33612 USA
Kumar, Virendra
Gu, Yuhua
论文数: 0引用数: 0
h-index: 0
机构:
Univ S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Canc Imaging & Metab, Tampa, FL 33612 USAUniv S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Canc Imaging & Metab, Tampa, FL 33612 USA
Gu, Yuhua
Basu, Satrajit
论文数: 0引用数: 0
h-index: 0
机构:
Univ S Florida, Dept Comp Sci & Engn, Tampa, FL 33620 USAUniv S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Canc Imaging & Metab, Tampa, FL 33612 USA
Basu, Satrajit
Berglund, Anders
论文数: 0引用数: 0
h-index: 0
机构:
Univ S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Bioinformat, Tampa, FL 33612 USAUniv S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Canc Imaging & Metab, Tampa, FL 33612 USA
Berglund, Anders
Eschrich, Steven A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Bioinformat, Tampa, FL 33612 USAUniv S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Canc Imaging & Metab, Tampa, FL 33612 USA
Eschrich, Steven A.
Schabath, Matthew B.
论文数: 0引用数: 0
h-index: 0
机构:
Univ S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Canc Epidemiol, Tampa, FL 33612 USAUniv S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Canc Imaging & Metab, Tampa, FL 33612 USA
Schabath, Matthew B.
Forster, Kenneth
论文数: 0引用数: 0
h-index: 0
机构:
Univ S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Radiat Oncol, Tampa, FL 33612 USAUniv S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Canc Imaging & Metab, Tampa, FL 33612 USA
Forster, Kenneth
Aerts, Hugo J. W. L.
论文数: 0引用数: 0
h-index: 0
机构:
Maastricht Univ, Med Ctr, GROW Sch Oncol & Dev Biol, Dept Radiat Oncol MAASTRO, Maastricht, Netherlands
Harvard Univ, Sch Publ Hlth, Dana Farber Canc Inst, Dept Biostat & Computat Biol,Computat Biol & Func, Boston, MA 02115 USAUniv S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Canc Imaging & Metab, Tampa, FL 33612 USA
Aerts, Hugo J. W. L.
Dekker, Andre
论文数: 0引用数: 0
h-index: 0
机构:
Maastricht Univ, Med Ctr, GROW Sch Oncol & Dev Biol, Dept Radiat Oncol MAASTRO, Maastricht, NetherlandsUniv S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Canc Imaging & Metab, Tampa, FL 33612 USA
Dekker, Andre
Fenstermacher, David
论文数: 0引用数: 0
h-index: 0
机构:
Univ S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Bioinformat, Tampa, FL 33612 USAUniv S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Canc Imaging & Metab, Tampa, FL 33612 USA
Fenstermacher, David
Goldgof, Dmitry B.
论文数: 0引用数: 0
h-index: 0
机构:
Univ S Florida, Dept Comp Sci & Engn, Tampa, FL 33620 USAUniv S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Canc Imaging & Metab, Tampa, FL 33612 USA
Goldgof, Dmitry B.
Hall, Lawrence O.
论文数: 0引用数: 0
h-index: 0
机构:
Univ S Florida, Dept Comp Sci & Engn, Tampa, FL 33620 USAUniv S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Canc Imaging & Metab, Tampa, FL 33612 USA
Hall, Lawrence O.
Lambin, Philippe
论文数: 0引用数: 0
h-index: 0
机构:
Maastricht Univ, Med Ctr, GROW Sch Oncol & Dev Biol, Dept Radiat Oncol MAASTRO, Maastricht, NetherlandsUniv S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Canc Imaging & Metab, Tampa, FL 33612 USA
Lambin, Philippe
Balagurunathan, Yoganand
论文数: 0引用数: 0
h-index: 0
机构:
Univ S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Canc Imaging & Metab, Tampa, FL 33612 USAUniv S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Canc Imaging & Metab, Tampa, FL 33612 USA
Balagurunathan, Yoganand
Gatenby, Robert A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Radiol, Tampa, FL 33612 USAUniv S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Canc Imaging & Metab, Tampa, FL 33612 USA
Gatenby, Robert A.
Gillies, Robert J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Canc Imaging & Metab, Tampa, FL 33612 USA
Univ S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Radiol, Tampa, FL 33612 USAUniv S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Canc Imaging & Metab, Tampa, FL 33612 USA