Artificial Intelligence, Machine Learning and Big Data in Radiation Oncology

Authors: Zhu, Simeng ^{a, 1}, Ma, Sung Jun ^{a, 1}, Farag, Alexander ^{a, b}, Huerta, Timothy ^c, Gamez, Mauricio E. ^d, Blakaj, Dukagjin M. ^{e, ∗}

Source: In Hematology/Oncology Clinics of North America April 2025 39(2):453-469

Vertebral body collapse after spine stereotactic body radiation therapy: a single-center institutional experience

Authors: Issany Arsh, Iovoli Austin J, Wang Richard, Shekher Rohil, Ma Sung Jun, Goulenko Victor, Fekrmandi Fatemeh, Prasad Dheerendra

Source: Radiology and Oncology, Vol 58, Iss 3, Pp 425-431 (2024)

Subject Terms: spine metastasis, stereotactic body radiation therapy, vertebral compression fracture, kyphoplasty, spinal instability, Medical physics. Medical radiology. Nuclear medicine, R895-920

File Description: electronic resource

Relation: https://doaj.org/toc/1581-3207

Access URL: https://doaj.org/article/94152944398b406db7859d54912efe13

Long-Term Survival and Failure Outcomes of Single-Fraction Stereotactic Body Radiation Therapy in Early Stage NSCLC

Authors: Iovoli, Austin J., Prasad, Sharan, Ma, Sung Jun, Fekrmandi, Fatemeh, Malik, Nadia K., Fung-Kee-Fung, Simon, Farrugia, Mark K., Singh, Anurag K.

Source: In JTO Clinical and Research Reports December 2023 4(12)

Efficacy of Prophylactic High-Dose Gabapentin and Venlafaxine on Reducing Oral Mucositis Pain Among Patients Treated With Chemoradiation for Head and Neck Cancer: A Single-Institution, Phase 2, Randomized Clinical Trial

Authors: Ma, Sung Jun, Iovoli, Austin J., Wang, Katy, Neimanis, Debbie, Smith, Kelsey A., Attwood, Kristopher, Farrugia, Mark, Hermann, Gregory, Singh, Anurag K.

Source: International journal of radiation oncology, biology, physics. 116(4):797-806

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCvdc_100193520422.0x000001&indx=1&recIds=ETOCvdc_100193520422.0x000001

Quality of Life After Stereotactic Body Radiation Therapy or Surgery for Early-Stage NSCLC: A Systematic Review

Authors: Iovoli, Austin J., Yu, Brian, Ma, Sung Jun, Farrugia, Mark K., Dexter, Elizabeth U., Yendamuri, Sai, Bouchard, Elizabeth G., Singh, Anurag K.

Source: In JTO Clinical and Research Reports November 2022 3(11)

Defining the optimal threshold and prognostic utility of pre-treatment hemoglobin level as a biomarker for survival outcomes in head and neck cancer patients receiving chemoradiation

Authors: Ma, Sung Jun, Yu, Han, Khan, Michael, Yu, Brian, Santhosh, Sharon, Chatterjee, Udit, Gill, Jasmin, Iovoli, Austin, Farrugia, Mark, Wooten, Kimberly, Gupta, Vishal, McSpadden, Ryan, Kuriakose, Moni A, Markiewicz, Michael R, Al-Afif, Ayham, Hicks, Wesley L, Jr, Platek, Mary E, Seshadri, Mukund, Ray, Andrew D., Repasky, Elizabeth, Singh, Anurag K.

Source: In Oral Oncology October 2022 133

Impact of circulating tumor human papillomavirus DNA kinetics on disease outcomes in HPV‐associated oropharyngeal cancer.

Authors: Jhawar, Sachin R., Haring, Catherine, Pan, Xueliang, Ma, Jianing, Bhateja, Priyanka, Kubi, Emmanuel Appiah, Limbach, Abberly Lott, Gogineni, Emile, Mitchell, Darrion, Konieczkowski, David, Grecula, John, Ma, Sung Jun, Zhu, Simeng, Old, Matthew, Bonomi, Marcelo, Rocco, James W., Blakaj, Dukagjin M., Baliga, Sujith

Source: International Journal of Cancer; Apr2025, Vol. 156 Issue 8, p1656-1663, 8p

Subject Terms: HUMAN papillomavirus, OROPHARYNGEAL cancer, BIOMARKERS, PROGRESSION-free survival, RADIOTHERAPY, TREATMENT effectiveness, CIRCULATING tumor DNA

Breast and Cervical Cancer Screening Disparities in Transgender People

Authors: Oladeru, Oluwadamilola T., Ma, Sung Jun, Miccio, Joseph A., Wang, Katy, Attwood, Kristopher, Singh, Anurag K., Haas-Kogan, Daphne A., Neira, Paula M.

Source: American journal of clinical oncology. 45(3):116-121

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCvdc_100194439350.0x000001&indx=1&recIds=ETOCvdc_100194439350.0x000001

Association of significant financial burden with survival for head and neck cancer patients treated with radiation therapy

Authors: Ma, Sung Jun, Iovoli, Austin J., Attwood, Kristopher, Wooten, Kimberly E., Arshad, Hassan, Gupta, Vishal, McSpadden, Ryan P., Kuriakose, Moni A., Markiewicz, Michael R., Chan, Jon M., Hicks, Wesley L., Platek, Mary E., Ray, Andrew D., Repasky, Elizabeth A., Farrugia, Mark K., Singh, Anurag K.

Source: In Oral Oncology April 2021 115

Survival outcome of adjuvant chemotherapy and high 21‐gene recurrence score in early‐stage breast cancer

Authors: Ma, Sung Jun, Oladeru, Oluwadamilola T., Farrugia, Mark, Mikucki, Maryann, Iovoli, Austin, Shekher, Rohil, Sood, Amit, Singh, Anurag K.

Source: Breast journal. 27(1):27-34

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCvdc_100114652585.0x000001&indx=1&recIds=ETOCvdc_100114652585.0x000001

Matched pair analysis to evaluate the impact of hospitalization during radiation therapy as an early marker of survival in head and neck cancer patients

Authors: Han, Hye Ri, Hermann, Gregory M., Ma, Sung Jun, Iovoli, Austin J., Wooten, Kimberly E., Arshad, Hassan, Gupta, Vishal, McSpadden, Ryan P., Kuriakose, Moni A., Markiewicz, Michael R., Chan, Jon M., Platek, Mary E., Ray, Andrew D., Gu, Fangyi, Hicks, Wesley L., Jr, Repasky, Elizabeth A., Singh, Anurag K.

Source: In Oral Oncology October 2020 109

Association of pre-treatment lymphocyte-monocyte ratio with survival outcome in patients with head and neck cancer treated with chemoradiation.

Authors: Yu, Brian¹ (AUTHOR), Ma, Sung Jun² (AUTHOR), Khan, Michael¹ (AUTHOR), Gill, Jasmin³ (AUTHOR), Iovoli, Austin² (AUTHOR), Fekrmandi, Fatemeh² (AUTHOR), Farrugia, Mark K.² (AUTHOR), Wooten, Kimberly⁴ (AUTHOR), Gupta, Vishal⁴ (AUTHOR), McSpadden, Ryan⁴ (AUTHOR), Kuriakose, Moni A.⁴ (AUTHOR), Markiewicz, Michael R.^5,6 (AUTHOR), Al-Afif, Ayham⁴ (AUTHOR), Hicks Jr., Wesley L.⁴ (AUTHOR), Seshadri, Mukund⁷ (AUTHOR), Ray, Andrew D.⁸ (AUTHOR), Repasky, Elizabeth A.⁹ (AUTHOR), Singh, Anurag K.² (AUTHOR) Anurag.Singh@RoswellPark.org

Source: BMC Cancer. 6/21/2023, Vol. 23 Issue 1, p1-10. 10p.

Subject Terms: *MONOCYTE lymphocyte ratio, *HEAD & neck cancer, *SURVIVAL rate, *OVERALL survival, *PROPORTIONAL hazards models, *RADIOTHERAPY

Geographic Terms: NORTH America

Association of progesterone receptor status with 21-gene recurrence score and survival among patients with estrogen receptor-positive breast cancer.

Authors: Ma, Sung Jun¹ (AUTHOR), Gill, Jasmin² (AUTHOR), Yendamuri, Keerti² (AUTHOR), Chatterjee, Udit¹ (AUTHOR), Waldman, Olivia³ (AUTHOR), Dunne-Jaffe, Cynthia³ (AUTHOR), Fekrmandi, Fatemeh¹ (AUTHOR), Shekher, Rohil¹ (AUTHOR), Iovoli, Austin¹ (AUTHOR), Yao, Song⁴ (AUTHOR), Oladeru, Oluwadamilola T.⁵ (AUTHOR), Singh, Anurag K.¹ (AUTHOR) Anurag.Singh@RoswellPark.org

Source: BMC Cancer. 4/11/2023, Vol. 23 Issue 1, p1-8. 8p.

Subject Terms: *PROGESTERONE receptors, *EPIDERMAL growth factor receptors, *OVERALL survival, *BREAST cancer

Concurrent β-blocker Use is Associated With Improved Outcome in Esophageal Cancer Patients Who Undergo Chemoradiation

Authors: Farrugia, Mark K., Ma, Sung Jun, Mattson, David M., Flaherty, Leayn, Repasky, Elizabeth A., Singh, Anurag K.

Source: American journal of clinical oncology. 43(12):889-894

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCvdc_100180630963.0x000001&indx=1&recIds=ETOCvdc_100180630963.0x000001

Association of endocrine therapy with overall survival in women with hormone receptor‐positive, HER2‐negative, node‐negative breast cancer of favorable histology

Authors: Oladeru, Oluwadamilola T., Singh, Anurag K., Ma, Sung Jun

Source: Breast journal. 26(10):2006-2010

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCvdc_100109747614.0x000001&indx=1&recIds=ETOCvdc_100109747614.0x000001

Outcome of adjuvant chemotherapy in elderly patients with early‐stage, hormone receptor‐positive, HER‐2‐negative breast cancer

Authors: Ma, Sung Jun, Oladeru, Oluwadamilola T., Singh, Anurag K.

Source: Breast journal. 26(10):2026-2030

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCvdc_100109073143.0x000001&indx=1&recIds=ETOCvdc_100109073143.0x000001

Comparison of Single- and Five-fraction Regimens of Stereotactic Body Radiation Therapy for Peripheral Early-stage Non–small-cell Lung Cancer: A Two-institution Propensity-matched Analysis

Authors: Cummings, Michael A., Ma, Sung Jun, Hermann, Gregory, Serra, Lucas, Syed, Yusef, Malhotra, Harish K., Chen, Yuhchyau, Milano, Michael T., Gomez-Suescun, Jorge A., Singh, Deepinder P., Singh, Anurag K.

Source: In Clinical Lung Cancer November 2018 19(6):511-517

Three- Versus Five-Fraction Regimens of Stereotactic Body Radiotherapy for Peripheral Early-Stage Non–Small-Cell Lung Cancer: A Two-Institution Propensity Score–Matched Analysis

Authors: Ma, Sung Jun, Cummings, Michael, Serra, Lucas M., Syed, Yusef A., Hermann, Gregory M., Chen, Yuhchyau, Milano, Michael T., Singh, Anurag K., Gomez-Suescun, Jorge A., Singh, Deepinder P.

Source: In Clinical Lung Cancer May 2018 19(3):e297-e302

Comparison of Single- and Three-fraction Schedules of Stereotactic Body Radiation Therapy for Peripheral Early-stage Non–Small-cell Lung Cancer

Authors: Ma, Sung Jun, Serra, Lucas M., Syed, Yusef A., Hermann, Gregory M., Gomez-Suescun, Jorge A., Singh, Anurag K.

Source: In Clinical Lung Cancer March 2018 19(2):e235-e240

Adjuvant chemotherapy followed by concurrent chemoradiation is associated with improved survival for resected stage I‐II pancreatic cancer

Authors: Ma, Sung Jun, Hermann, Gregory M., Prezzano, Kavitha M., Serra, Lucas M., Iovoli, Austin J., Singh, Anurag K.

Source: Cancer medicine. 8(3):939-952

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCvdc_100083152385.0x000001&indx=1&recIds=ETOCvdc_100083152385.0x000001