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SMART-ACT: Spatial Methodologic Approaches for Risk Assessment and Therapeutic Adaptation in Cancer Treatment


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Wentzel, A., Luciani, T., van Dijk, L., Taku, N., Elgohari, B., Mohamed, A.S.R., Canahuate, G., Fuller, C.D., Vock, D., Marai, G.E.
Precision association of lymphatic disease spread with radiation-associated toxicity in oropharyngeal squamous carcinomas
Radiotherapy and Oncology, vol 161, Elsevier, pp. 152–158
June 11, 2021
Floricel, C., Wentzel, A., Kumar, N., Nipu, N., Canahuate, G., Dijk, L.V., Marai, G.E.
Visualizing Symptom Development During Head and Neck Cancer Treatment
IEEE VIS 2020 Poster
October 25, 2020
Wentzel, A., Canahuate, G., van Dijk, L., Mohamed, A., Fuller, C.D., Marai, G.E.
Explainable Spatial Clustering: Leveraging Spatial Data in Radiation Oncology
IEEE VIS 2020 Short Papers, Visualizing Machine Learning
October 25, 2020
Wentzel,A., Hanula, P., Van Dijk, L.V., Mohamed, A.S., Elgohari, B., Cardenas, C., Fuller, C.D., Vock, D., Canahuate, G., Marai, G.E.
Precision toxicity correlates of tumor spatial proximity to organs at risk in cancer patients receiving intensity-modulated radiotherapy
Radiotherapy and Oncology, vol 148, Elsevier, pp. 245-251
July 1, 2020
Tosado, J., Zdilar, L., Elhalawani, H., Elgohari, B., Vock, D., Marai, G.E., Fuller, C.DMohamed, A.S., Canahuate, G.
Clustering of Largely Right-Censored Oropharyngeal Head and Neck Cancer Patients for Discriminative Groupings to Improve Outcome Prediction
Scientific Reports
March 2, 2020
Luciani, T., Wentzel,A., Elgohari, B., Elhalawani, H., Mohamed, A.S., Canahuate, G., Vock, D.M., Fuller, C.D., Marai, G.E.
A Spatial Neighborhood Methodology for Computing and Analyzing Lymph Node Carcinoma Similarity in Precision Medicine
Journal of Biomedical Informatics, vol 5
March 1, 2020
Wentzel, A., Elgohari, B., Hanula, P., Luciani, T., Elhalawani, H., Cardenas, C.E., Edwards, B., Mohamed, A.S., Canahuate, G., Vock, D., Fuller, C.D., Marai, G.E.
Cohort-Based Spatial Similarity Can Predict Radiotherapy Dose Distribution
ASTRO Annual Meeting of the American Society for Radiation Oncology, Chicago, IL, pp. 1-2
September 15, 2019
Luciani,T., Elgohari, B., Elhalawani, H., Mohamed, A.S., Canahuate, G., Vock, D., Fuller, C.D., Marai, G.E.
Correlating Toxicity Outcomes with Spatial Patterns of Lymph Node Metastasis for Oropharyngeal Cancer Patients
ASTRO Annual Meeting of the American Society for Radiation Oncology, Chicago, IL
September 15, 2019
Christopherson, Ghosh, Mohamed, Kamal Jomaa, Gunn, Marai, Canahuate, El Halawani, Vock, Kalpathy-Cramer,, Dale, Messer, Garden, Frank, Lewin, Lai, Morrison, Phan, Gross, Ferrarotto, Weber, Rosenthal, Hutcheson, Fuller
Chronic Radiation-Associated Dysphagia in Oropharyngeal Cancer Survivors: Towards Age-Adjusted Dose Constraints for Deglutitive Muscles
Clinical and Translational Radiation Oncology, vol 18, pp. 16-22
September 1, 2019
Wentzel, A., Hanula, P., Luciani, T,, Elgohary, B., Canahuate. G., Vock, D., Fuller, C.D., Marai, G.E.
Cohort-based T-SSIM Visual Computing for Radiation Therapy Prediction and Exploration
IEEE Transactions on Visualization and Computer Graphics, IEEE Vis 2019, pp. 1-11
August 22, 2019
Zdilar, L., Vock, D., Marai, G.E., Fuller, C.D., Mohamed, A.S.R., Elhalawani, H., Elgohari, B., Canahuate, G.
Evaluating the Effect of Right-Censored End Point Transformation for Radiomic Feature Selection of Data From Patients With Oropharyngeal Cancer
JCO Clinical Cancer Informatics, no 2, pp. 1-19
November 28, 2018
Ng,S., Dyer,B., Kalpathy-Cramer,J., Mohamed,A., Awan,M., Gunn,G., Phan,J., Zafereo,M., Debnam,J., Lewis,C., Colen,R., Kupferman,M., Guha-Thakurta,N., Canahuate,G., Marai,G., Vock,D., Hamilton,B., Holland, J., Cardenas,C., Lai,S., Rosenthal,D., Fuller,C.
A Prospective In Silico Analysis of Interdisciplinary and Interobserver Spatial Variability in Post-Operative Target Delineation of High-Risk Oral Cavity Cancers: Does Physician Specialty Matter?
Clinical and Translational Radiation Oncology, no 12, Elsevier, pp. 40-46
August 2, 2018
Marai, G.E., Ma, C., Burks, A., Pellolio, F., Canahuate, G., Vock, D., Mohamed, A.S.R., Fuller, C.D.
Precision Risk Analysis of Cancer Therapy with Interactive Nomograms and Survival Plots
IEEE Transactions on Visualization and Computer Graphics, vol 14, pp. 1-13
August 1, 2018
Elhalawani, H., Mohamed, A., Volpe, V., Yang, P., Campbell, S., Granberry, R., Ger, R., Fave, X., Zhang, L., Marai, GE, Vock, DM, Canahuate, GM, Macking, D., Court, L., Gunn, GB, Rao, A., Fuller, CD
A Composite Clinical/Serially-derived Parotid Gland Radiomics-based Model can be Correlated with Post-RT Xerostomia at 6 months in Oropharyngeal Cancer Patients Treated with Image-Guided Radiation Therapy
ESTRO 2018, pp. 1-3
April 20, 2018
Elhalawani, H., Mohamed, A., Volpe, V., Yang, P., Campbell, S., Granberry, R., Ger, R., Fave, X., Zhang, L., Marai, GE, Vock, DM, Canahuate, GM, Macking, D., Court, L., Gunn, GB, Rao, A., Fuller, CD
A Combination of Serial Tumor Radiomics Features and key clinical attributes can predict the response of Head & Neck Cancers Treated with Image-Guided Radiation Therapy
ESTRO 2018, pp. 1-3
April 20, 2018
AboHashem, S., Aymard, J., Berends, J., Campbell, S., Canahuate, G., Cooksey, L., Ding, Y., Elhalawani, H., Freymann, JFarahani, K., Fuller, C.D, Kanwar, A., Kalpathy-Cramer, J., Lai, S., Marai, G.E., Mohamed, A.S.R., Ng, S.P., Perni, S., Rock, C., Vock , D., White, A.
Investigation of radiomics-based signature for local recurrence using primary tumor texture analysis in oropharyngeal head and neck cancer patients
Nature Scientific Reports 8: 1524
January 24, 2018
Elhalawani, H., Mohamed, A., Volpe, V., Yang, P., Campbell, S., Granberry, R., Ger, R., Fave, X., Zhang, L., Marai, GE, Vock, DM, Canahuate, GM, Macking, D., Court, L., Gunn, GB, Rao, A., Fuller, CD
Normal Tissue Radiomic Feature Kinetics in Oropharygeal Cancers Treated with Image-Guided Radiation Therapy: Assessment of Parotid Glands Textural Changes on Daily Non-contrast CT
RSNA 2017, Scientific Reports
November 26, 2017
Beadle, B., Canahuate, G., El-Naggar, A., Frank, S., Fuller, D., Garden, A., Gross, N., Gunn, G.B., Hutcheson, K., Lai, S., Lewin, J., Kies, M., Marai, G.E., Mohamed, A., Morrison, W., Mulcahy, C., Phan, J., Rosenthal, D., Sevak, P,, Sheu, T., Vock, D., Weber, R., Zafereo, M.
Conditional Survival Analysis of Patients With Locally Advanced Laryngeal Cancer: Construction of a Dynamic Risk Model and Clinical Nomogram
Nature Scientific Reports 7, Article 43928
March 9, 2017
Kanwar, A., Mohamed, A., Court, L., Zhang, L., Marai, G.E, Canahuate, G., Lee, J.Perni, A., Messer, J., Pham, B., Youssef, B., Vock, D., Rao, A., Kalpathy-Cramer, J., Gunn, G., Rosenthal, D., Fuller, D.
Development of a Predictive Quantitative Contrast Computed Tomography-Based Feature (Radiomics) Profile for Local Recurrence in Oropharyngeal Cancers
International Journal of Radiation Oncology, Biology, Physics 96(2):S191, vol 96, no 2, pp. S191
October 1, 2016

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