Mary Guirguis, M.D.
Department of Breast Imaging, Division of Diagnostic Imaging
About Dr. Mary Guirguis
Dr. Guirguis is a faculty member in the department of breast imaging. She is passionate about clinical service and trainee education. Her clinical and research interests include breast conservation therapy, triple negative breast cancer, preoperative localization, digital breast tomosynthesis, and breast MRI.
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Present Title & Affiliation
Primary Appointment
Associate Professor, Department of Breast Imaging, Division of Diagnostic Imaging, The University of Texas MD Anderson Cancer Center, Houston, TX
Dual/Joint/Adjunct Appointment
Associate Professor, Department of Breast Imaging, The University of Texas MD Anderson Cancer Center, Houston, TX
Research Interests
Breast Conservation Therapy
Preoperative Localization
Triple Negative Breast Cancer
Breast MRI
Clinical Interests
Resident and fellow education
Digital Breast Tomosynthesis
Preoperative localization
Education & Training
Degree-Granting Education
| 2013 | The University of Texas Medical School at Houston (McGovern Medical School), Houston, Texas, US, MD |
| 2009 | University of Houston, Houston, Texas, US, German, BA |
| 2009 | University of Houston, Houston, Texas, US, Biology, BS |
Postgraduate Training
| 2018-2019 | Clinical Fellowship, Breast and Body Imaging, The University of Texas MD Anderson Cancer Center, Houston, Texas |
| 2017-2017 | Healthcare Management Certificate, University of Houston Clear Lake, Houston, Texas |
| 2014-2018 | Clinical Residency, Diagnostic Radiology, The University of Texas Medical School at Houston (McGovern Medical School), Houston, Texas |
| 2013-2014 | Clinical Internship, Internal Medicine, Presbyterian Hospital Dallas, Dallas, Texas |
Board Certifications
| 2019 | American Board of Radiology |
Experience & Service
Academic Appointments
Assistant Professor, Department of Breast Imaging, The University of Texas MD Anderson Cancer Center, Houston, TX, 2019 - 2024
Assistant Professor, Department of Diagnostic Radiology, The University of Texas MD Anderson Cancer Center, Houston, TX, 2019 - 2019
Other Appointments/Responsibilities
Residency Interviewer, Diagnostic Radiology Residency, McGovern Medical School, Houston, TX, 2023 - Present
Board Member, Friends of Egyptian Children with Cancer, Houston, TX, 2022 - Present
Secretary, St. Paul American Coptic Orthodox Church, Houston, TX, 2014 - 2022
Selected Publications
Peer-Reviewed Articles
- Weaver OO, Contreras A, Cohen EO, Guirguis MS, Kapoor MM, Scoggins ME, Hwang RF, Candelaria RP, Yang WT, Dennison JB, Sun J, Whitman GJ. Assessment of pectoralis muscle invasion using combined DBT and contrast-enhanced mammography: Retrospective multi-reader study. Curr Probl Diagn Radiol, 2025. e-Pub 2025. PMID: 40288929.
- Xu, Z, Zhou, Z, Son, JB, Feng, H, Adrada, BE, Moseley, T, Candelaria, RP, Guirguis, M, Patel, MM, Whitman, GJ, Leung, J, Le-Petross, HT, Mohamed, RM, Panthi, B, Lane, DL, Chen, H, Wei, P, Tripathy, D, Litton, JK, Valero, V, Huo, L, Hunt, KK, Korkut, A, Thompson, A, Yang, W, Yam, C, Rauch, GM, Ma, J. Deep learning models based on pretreatment MRI and clinicopathological data to predict response to neoadjuvant systemic therapy in triple-negative breast cancer. Cancers (Basel), 2025. e-Pub 2025. PMID: 40149299.
- Xu, Z, Zhou, Z, Son, JB, Feng, H, Adrada, BE, Moseley, T, Candelaria, RP, Guirguis, MS, Patel, MM, Whitman, GJ, Leung, J, Le-Petross, H, Mohamed, R, Panthi, B, Lane, DL, Chen, H, Wei, P, Tripathy, D, Litton, J, Valero, V, Huo, L, Hunt, KK, Korkut, A, Thompson, A, Yang, W, Yam, C, Rauch, GM, Ma, J. Deep Learning Models Based on Pretreatment MRI and Clinicopathological Data to Predict Responses to Neoadjuvant Systemic Therapy in Triple-Negative Breast Cancer. Cancers 17(6), 2025. e-Pub 2025.
- Mohamed, RM, Panthi, B, Adrada, BE, Boge, M, Candelaria, RP, Chen, H, Guirguis, MS, Hunt, KK, Huo, L, Hwang, K, Korkut, A, Litton, JK, Moseley, T, Pashapoor, S, Patel, MM, Reed, BJ, Scoggins, ME, Son, JB, Thompson, A, Tripathy, D, Valero, V, Wei, P, White, JB, Whitman, GJ, Xu, Z, Yang, W, Yam, C, Ma, J, Rauch, GM. Multiparametric MRI–based radiomic models for early prediction of response to neoadjuvant systemic therapy in triple-negative breast cancer. Sci Rep 14(1), 2024. e-Pub 2024. PMID: 38992094.
- Musall BC, Musall BC, Rauch DE, Rauch DE, Mohamed RMM, Mohamed RMM, Panthi B, Panthi B, Boge M, Boge M, Candelaria RP, Candelaria RP, Chen H, Chen H, Guirguis MS, Guirguis MS, Hunt KK, Hunt KK, Huo L, Huo L, Hwang KP, Hwang KP, Korkut A, Korkut A, Litton JK, Litton JK, Moseley TW, Moseley TW, Pashapoor S, Pashapoor S, Patel MM, Patel MM, Reed BJ, Reed BJ, Scoggins ME, Scoggins ME, Son JB, Son JB, Tripathy D, Tripathy D, Valero V, Valero V, Wei P, Wei P, White JB, White JB, Whitman GJ, Whitman GJ, Xu Z, Xu Z, Yang WT, Yang WT, Yam C, Yam C, Adrada BE, Adrada BE, Ma J, Ma J. Diffusion tensor imaging for characterizing changes in triple-negative breast cancer during neoadjuvant systemic therapy. Journal of Magnetic Resonance Imaging 60(4):1367-1376, 2024. e-Pub 2024. PMID: 38294179.
- Nia E, Patel M, Kapoor M, Guirguis M, Perez F, Bassett R, Candelaria R. Comparing the performance of full-field digital mammography and digital breast tomosynthesis in the post-treatment surveillance of patients with a history of breast cancer: A retrospective study. Radiography 29(6):957-979, 2023. e-Pub 2023. PMID: 37572571.
- Zhou, Z, Adrada, BE, Candelaria, RP, Elshafeey, N, Boge, M, Mohamed, RM, Pashapoor, S, Sun, J, Xu, Z, Panthi, B, Son, JB, Guirguis, MS, Patel, MM, Whitman, GJ, Moseley, T, Scoggins, ME, White, JB, Litton, J, Valero, V, Hunt, KK, Tripathy, D, Yang, W, Wei, P, Yam, C, Pagel, MD, Rauch, GM, Ma, J. Predicting pathological complete response to neoadjuvant systemic therapy for triple-negative breast cancers using deep learning on multiparametric MRIs. Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference 2023:1-4, 2023. e-Pub 2023. PMID: 38083160.
- Panthi B, Adrada BE, Candelaria RP, Guirguis MS, Yam C, Boge M, Chen H, Hunt KK, Huo L, Hwang KP, Korkut A, Lane DL, Le-Petross HC, Leung JWT, Litton JK, Mohamed RM, Musall BC, Pashapoor S, Patel MM, Perez F, Son JB, Thompson A, Valero V, Wei P, White J, Xu Z, Pinsky L, Tripathy D, Yang W, Ma J, Rauch GM. Assessment of response to neoadjuvant systemic treatment in triple-negative breast cancer using functional tumor volumes from longitudinal dynamic contrast-enhanced MRI. Cancers (Basel) 15(4):1025, 2023. e-Pub 2023. PMID: 36831368.
- Zhou Z, Adrada BE, Candelaria RP, Elshafeey NA, Boge M, Mohamed RM, Pashapoor S, Sun J, Xu Z, Panthi B, Son JB, Guirguis MS, Patel MM, Whitman GJ, Moseley TW, Scoggins ME, White JB, Litton JK, Valero V, Hunt KK, Tripathy D, Yang W, Wei P, Yam C, Pagel MD, Rauch GM, Ma J. Prediction of pathologic complete response to neoadjuvant systemic therapy in triple negative breast cancer using deep learning on multiparametric MRI. Sci Rep 13(1):1171, 2023. e-Pub 2023. PMID: 36670144.
- Guirguis MS, Checka C, Adrada BE, Whitman GJ, Dryden MJ, Sun J, Ding QQ, Le-Petross H, Rauch GM, Clemens M, Moseley TW. Bracketing with multiple radioactive seeds to achieve negative margins in breast conservation surgery: Multiple seeds in breast surgery. Clin Breast Cancer 22(2):e158-e166, 2022. e-Pub 2022. PMID: 34187752.
- Candelaria RP, Spak DA, Rauch GM, Huo L, Bassett RL, Santiago L, Scoggins ME, Guirguis MS, Patel MM, Whitman GJ, Moulder SL, Thompson AM, Ravenberg EE, White JB, Abuhadra NK, Valero V, Litton J, Adrada BE, Yang WT. BI-RADS ultrasound lexicon descriptors and stromal tumor-infiltrating lymphocytes in triple-negative breast cancer. Acad Radiol 29 Suppl 1(Suppl 1):S35-S41, 2022. e-Pub 2022. PMID: 34272161.
- Lindsey JW, Khan U, Ansari W, Powell T, Wang YH, Guirguis MS. The antibody response to Epstein-Barr virions is altered in multiple sclerosis. J Neuroimmunol 15(254):146-53, 2013. e-Pub 2013. PMID: 23026221.
Invited Articles
- Pria, HD, Scoggins, ME, Moseley, T, Vishwanath, V, Jean, S, Vuong, S, Diaz, V, Elhatw, A, Patel, MM, Guirguis, MS. Current Status of Imaging for Breast Cancer Staging. Current Breast Cancer Reports 16(2):126-133, 2024. e-Pub 2024.
- Patel MM, Le-Petross HT, Kapoor MM, Farag JA, Whitman G, Guirguis MS. Current Imaging Approaches in Inflammatory Breast Cancer. Curr Breast Cancer Rep 16:142-149, 2024. e-Pub 2024.
- Ferreira Dalla Pria HR, Scoggins ME, Moseley TW, Vishwanath V, Jean S, Vuong S, Diaz V, Elhatw A, Patel MM, Guirguis MS. Current status of imaging for breast cancer staging. Curr Breast Cancer Rep 16(1):126-133, 2024. e-Pub 2024.
- Patel MM, Adrada BE, Nia ES, Kapoor MM, Khazai L, Guirguis MS, Perez F, Moseley TW, Arribas EM. Multimodality imaging of breast cancer recurrence post breast conservation therapy. Current Radiology Reports 12:9-18, 2024. e-Pub 2024. PMID: 31500779.
- Chung HL, Joiner J, Pria HR, Jean S, Vishwanath V, De Jesus C, Elhatw A, Guirguis MS, Patel MM, Moseley TW. Breast imaging considerations in symptomatic young, pregnant, and lactating women. Curr Breast Cancer Rep 15(2):119-126, 2023. e-Pub 2023.
- DeJesus C, Moseley TW, Diaz V, Vishwanath V, Jean S, Elhatw A, Ferreira Dalla Pria HR, Chung HL, Guirguis MS, Patel MM. Supplemental screening for breast cancer. Curr Breast Cancer Rep 15(2):97-102, 2023. e-Pub 2023.
- De Jesus C, Moseley TW, Diaz V, Vishwanath V, Jean S, Elhatw A, Ferreira Dalla Pria HR, Chung HL, Guirguis MS, Patel MM. The benefits of screening mammography. Curr Breast Cancer Rep 15(2):103-107, 2023. e-Pub 2023.
- Elhatw A, Chung HL, Kamal RM, De Jesus C, Jean S, Vishwanath V, Ferreira Dalla Pria HR, Patel MM, Guirguis MS, Moseley TW. Advanced breast imaging modalities — DBT, CEM, MBI, PEM, MRI, AI. Curr Breast Cancer Rep 15(2):108-113, 2023. e-Pub 2023.
Other Articles
- Patel MM, Adrada BE, Guirguis MS, Whitman G, Moseley TW, Rauch GM Current concepts of molecular breast imaging. J Breast Imaging 7(1):104-118, 2025. PMID: 39692400.
- Fazeli Dehkordy, S, Stepenosky, J, Guirguis, MS, Adrada, BE, Rakow-Penner, R, Ojeda-Fournier, H Understanding BI-RADS Category 3. Radiographics 45(1), 2025. PMID: 39636752.
- Guirguis MS, Arribas E, Kapoor MM, Patel MM, Perez F, Nia, ES, Ding Q, Moseley TW, Adrada BE Multimodality imaging of benign and malignant pathologies of the nipple areolar complex. Radiographics 44(4), 2024. PMID: 38483829.
- Patel, MM, Adrada, BE, Nia, ES, Kapoor, MM, Khazai, L, Guirguis, MS, Perez, F, Moseley, T, Arribas, E Multimodality Imaging of Breast Cancer Recurrence Post Breast Conservation Therapy. Current Radiology Reports 12(2):9-18, 2024.
- Adrada BE, Moseley TW, Kapoor MM, Scoggins ME, Patel MM, Perez F, Nia ES, Khazai L, Arribas E, Rauch GM, Guirguis MS Triple-Negative breast cancer: A review of histopathology, genomics, and treatment. Radiographics 43(10):e230034, 2023. PMID: 37792593.
- Guirguis MS, Yang WT Overview of incidental breast lesions. Br J Radiol 96(1142):20211326, 2023. PMID: 35451861.
- Guirguis MS, Adrada BE, Scoggins ME, Moseley TW, Dryden MJ, Le-Petross HC, Rauch GM, Whitman GJ The challenging image-guided preoperative breast localization: A modality-based approach. AJR Am J Roentgenol 218(3):1-12, 2022. PMID: 34612680.
- Adrada BE, Guirguis MS, Hoang T, Spak DA, Rauch GM, Moseley TW MRI-guided breast biopsy case-based review: Essential techniques and approaches to challenging cases. Radiographics 42(2):210126, 2022. PMID: 35119965.
- Noreña-Rengifo BD, Sanín-Ramírez MP, Adrada BE, Luengas AB, Martínez de Vega V, Guirguis MS, Saldarriaga-Uribe C MRI for evaluation of complications of breast augmentation. Radiographics 42(4):210096, 2022. PMID: 35559662.
- Teichgraeber DC, Guirguis MS, Whitman GJ Breast cancer staging: Updates in the AJCC Cancer Staging Manual 8th Edition and Current Challenges for Radiologists, From the AJR Special Series on Cancer Staging. AJR Am J Roentgenol 217(2):278-290, 2021. PMID: 33594908.
- Guirguis MS, Adrada B, Santiago L, Candelaria R, Arribas E Mimickers of breast malignancy: Imaging findings, pathologic concordance and clinical management. Insights Imaging 12(1):53, 2021. PMID: 33877461.
- Guirguis MS, Adrada BE, Surasi DS, Dryden MJ 68Ga-DOTATATE uptake in primary breast cancer. Clin Nucl Med 46(3):248-249, 2021. PMID: 33234932.
- Teichgraeber DC, Perez F, Guirguis MS, Kapoor MM, Whitman GJ Ultrasound evaluation of the axilla in the breast imaging setting. Ultrasound Q 37(1):43-51, 2021. PMID: 33464028.
- Riascos R, Bonfante E, Cotes C, Guirguis M, Hakimelahi R, West C Imaging of atlanto-occipital and atlantoaxial traumatic injuries: What the radiologist needs to know. Radiographics 35(7):2121-34, 2015. PMID: 26562241.
- Guirguis MS, Shroff GS Cement pulmonary embolism. Am J Med Sci 349(5):e5, 2015. PMID: 24534786.
- Shroff GS, Guirguis MS, Ocazionez D, Oldham SA, Restrepo CS, Chiles C Beyond metastatic disease: A pictorial review of multinodular lung disease with computed tomographic pathologic correlation. Can Assoc Radiol J 66(1):16-23, 2015. PMID: 25623007.
- Shroff GS, Guirguis MS, Ferguson EC, Oldham SA, Kantharia BK CT imaging of complications of catheter ablation for atrial fibrillation. Clin Radiol 69(1):96-102, 2014. PMID: 24268510.
Abstracts
- Le-Petross, HT, Son, JB, Ma, J, Whitman, GJ, Guirguis, MS, Patel, MM, Kapoor, MM, Sun, SX, Lim, B, Alexander, A, Lucci, A, Woodward, WA. Quantitative diffusion weighted imaging for predicting response to neoadjuvant therapy in patients with inflammatory breast cancer. San Antonio Breast Cancer Symposium, 2024. e-Pub 2024.
- Ojeda-Fournier, H, Feliciano Y, Guirguis M, Moseley T, Eghtedari M, Adrada B. Enhancing Inclusivity and Communication for non-English-speaking Patients in Breast Imaging. Proceedings of the Society of Breast Imaging/American College of Radiology Breast Imaging Symposium, 2024. e-Pub 2024.
- Rauch GM, Moseley T, Guirguis M, Whitman G, Candelaria R, Leung J, Patel M, Sun J, Le-Petross H, Lane D, Scoggins M, Perez F, Mohamed RM, Xu Z, Pashapoor S, Son JB, Hwang KP, Chen H, Wei P, Tripathy D, Yang W, Yam C, Ma J, Adrada B. DCE-MRI tumor volumetric changes predict response to neoadjuvant immunochemotherapy in triple negative breast cancer patients. Proceedings of the 2024 International Society for Magnetic Resonance in Medicine Annual Meeting (#5437), 2024. e-Pub 2024.
- Xu Z, Son JB, Adrada BE, Moseley TW, Candelaria RP, Guirguis MS, Patel MM, Whitman GJ, Leung JWT, Le-Petross H, Mohamed RM, Pashapoor S, Lane DL, Perez F, Chen H, Sun J, Wei P, Tripathy D, Yang W, Yam C, Rauch GM, Ma J. Deep learning models for predicting responses to neoadjuvant systemic therapy in triple-negative breast cancer using pre-treatment MRI. Proceedings of the 2024 International Society for Magnetic Resonance in Medicine Annual Meeting (#125), 2024. e-Pub 2024.
- Mohamed RM, Son JB, Adrada B, Moseley T, Whitman G, Candelaria R, Panthi B, Chen H, Guirguis M, Leung J, Hwang KP, Pashapoor S, Patel M, Scoggins M, Le-Petross H, Lane D, Perez F, Wei P, Xu Z, Tripathy D, Yang W, Yam C, Ma J, Rauch GM. Radiomics and background parenchymal enhancement of fibroglandular tissue for predicting treatment response in triple-negative breast cancer. Proceedings of the 2024 International Society for Magnetic Resonance in Medicine Annual Meeting (#5885), 2024. e-Pub 2024.
- Rauch GM, Adrada BE, Guirguis MS, Patel MM, Candelaria RP, Mohamed R, Moseley TW, Le-Petross HT, Leung J, Whitman GJ, Lane D, Scoggins M, Perez F, Sun J, Pashapoor S, Xu Z, White JB, Wei P, Reed B, Son JB, Hwang K, Panthi B, Korkut A, Huo L, Hunt KK, Clayborn A, Litton JK, Valero V, Tripathy D, Yang WT, Ma J, Yam C. Early prediction of response to neoadjuvant immunotherapy (NICT) in triple negative breast cancer (TNBC) with DCE-MRI. Proceedings of the San Antonio Breast Cancer Symposium (#PS05-07), 2023. e-Pub 2023.
- Patel, M, Sweeney K, Perez, F, Kapoor MM, Guirguis MS, Nia ES, Arribas EM, Moseley TW, Adrada BE. The Many Faces of Invasive Lobular Carcinoma. Proceedings of the Radiological Society of North America 109th Annual Meeting (BREE-87 — 2023), 2023. e-Pub 2023.
- Ghanan S, Guirguis MS, Adrada BE, Kapoor MM, Arribas EM, Patel MM, Chung HL, Nia ES, Moseley TW. Swipe Left or Right? The Multimodality Imaging Detection and Assessment of the Solitary Dilated Duct. Proceedings of the Radiological Society of North America 109th Annual Meeting (BREE-92 — 2023), 2023. e-Pub 2023.
- Chung HL, Moseley TW, Whitman GJ, Patel MM, Guirguis MS, Wolverton DC. Ductal Carcinoma in Situ: Beyond First Impressions. Proceedings of the Radiological Society of North America 109th Annual Meeting (BREE-57 — 2023), 2023. e-Pub 2023.
- Zhou Z, Adrada BE, Candelaria RP, Elshafeey NA, Boge M, Mohamed RM, Pashapoor S, Sun J, Zu Z, Panthi B, Son JB, Guirguis MS, Patel MM, Whitman GJ, Moseley TW, Scoggins ME, White JB, Litton JK, Valero V, Hunt KK, Tripathy D, Yang W, Wei P, Yam C, Pagel MD, Rauch GM, Ma J. Deep learning models for automatic segmentation of triple negative breast cancer (TNBC). Proceedings of the 45th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (#1980), 2023. e-Pub 2023.
- Panthi B, Pashapoor S, Adrada BE, Candelaria RP, Guirguis MS, Patel MM, Mohamed RM, Boge M, Zhou Z, Son JB, Hwang K, Le-Petross HTC, Leung JWT, Scoggins ME, Whitman GJ, Xu Z, Lane DL, Moseley T, Perez F, White J, Ravenberg E, Clayborn A, Chen C, Sun J, Wei P, Thompson A, Moulder S, Korkut A, Huo L, Hunt KK, Litton JK, Valero V, Tripathy D, Yang W, Yam C, Rauch GM, Ma J. Early prediction of response to neoadjuvant systemic therapy of triple negative breast cancer using radiomics on DCE-MRI. Proceedings of the International society of MR Radiographers & Technologists 2023 Annual Meeting & Exhibition (#3595), 2023. e-Pub 2023.
- Nia ES, Kapoor M, Guirguis M, Perez, F, Adrada B, Moseley T, Arribas E, Patel M. Gadgets and gizmos a-plenty: Foreign bodies encountered in breast imaging. Proceedings of the Society of Breast Imaging/American College of Radiology Breast Imaging Symposium, 2023. e-Pub 2023.
- Kapoor MM, Arribas EM, Guirguis MS, Sweeney KJ, Perez F, Nia ES, Patel MM, Adrada BE, Moseley TW. More than just gynecomastia: Spectrum of male breast pathologies. Proceedings of the Society of Breast Imaging/American College of Radiology Breast Imaging Symposium, 2023. e-Pub 2023.
- Mohamed RM, Panthi B, Adrada BE, Candelaria RP, Guirguis MS, Yang W, Boge M, Patel MM, Elshafeey NA, Pashapoor S, Zhou Z, Son JB, Hwang KP, Le-Petross HC, Leung J, Scoggins ME, Whitman GJ, Xu Z, Lane DL, Moseley T, Perez F, White JB, Ravenberg EE, Clayborn AR, Pagel MD, Chen H, Sun J, Wei P, Thompson A, Moulder S, Korkut A, Huo L, Hunt K, Litton J, Valero V, Tripathy D, Yam C, Ma J, Rauch GM. Multi-parametric MRI-based radiomics models from tumor and peritumoral regions as potential predictors of treatment response to neoadjuvant systemic therapy in triple negative breast cancer patients. Cancer Res 83(5):P6-01-06, 2023. e-Pub 2023.
- Panthi B, Mohamed RM, Adrada BE, Candelaria RP, Guirguis MS, Yang W, Boge M, Patel MM, Elshafeey NA, Pashapoor S, Zhou Z, Son JB, Hwang KP, Le-Petross HC, Leung J, Scoggins ME, Whitman GJ, Xu Z, Lane DL, Moseley T, Perez F, White JB, Ravenberg EE, Clayborn AR, Pagel MD, Chen H, Sun J, Wei P, Thompson A, Moulder S, Korkut A, Huo L, Hunt K, Litton J, Valero V, Tripathy D, Yam C, Ma J, Rauch GM. Longitudinal DCE-MRI radiomic models for early prediction of response to neoadjuvant systemic therapy (NAST) in triple negative breast cancer (TNBC) patients. Cancer Res 83(5):P6-01-34, 2023. e-Pub 2023.
- Guirguis MS, Adrada B, Patel M, Perez F, Candelaria R, Yang W, Sun J, Mohamed RM, Boge M, Le-Petross HTC, Leung J, Whitman GJ, Lane DL, Scoggins ME, Moseley T, White J, Wei P, Son JB, K-P H, Panthi B, Pagel M, Hunt KK, Thompson AM, Litton JK, Valero V, Tripathy D, Yam C, Ma J, Rauch G. DCE-MRI for early prediction of excellent response versus chemoresistance in triple negative breast cancer. Cancer Res 83(5):P1-05-15, 2023. e-Pub 2023.
- Mohamed RM, Panthi B, Adrada B, Candelaria R, Guirguis MS, Yang W, Boge M, Patel M, Elshafeey N, Pashapoor S, Zhou Z, Son JB, Hwang KP, Le-Petross HT, Leung J, Scoggins ME, Whitman GJ, Xu Z, Lane DL, Moseley T, Perez F, White J, Chen H, Sun J, Wei P, Litton JK, Valero V, Yam C, Pagel M, Ma J, Rauch GM. A pre-operative dynamic contrast enhanced MRI-based radiomics models as predictors of treatment response after neoadjuvant systemic therapy in triple negative breast cancer patients. Cancer Res 83(5):1307535, 2023. e-Pub 2023.
- Moseley T, Perard R, Guirguis M, Kapoor M, Patel M, Posleman Manetto F, Adrada B. The proof’s in the pudding – Using artificial intelligence to improve root cause analysis (RCA) and failure mode and effect analysis (FMEA). Proceedings of the American Roentgen Ray Society 123rd Annual Meeting (#E1757), 2023. e-Pub 2023.
- Patel M, Checka C, Nia E, Kapoor M, Guirguis MM, Khazai L, Adrada B. Management of bleeding complications after image guided breast biopsy: A case-based review. Proceedings of the American Roentgen Ray Society 123rd Annual Meeting (E2523), 2023. e-Pub 2023.
- Xu Z, Pashapoor S, Panthi B, Son JB, Hwang KP, Adrada BE, Candelaria RP, Guirguis MS, Patel MM, Le-Petross H, Leung J, Scoggins ME, Whitman G, Mohamed R, Lane DL, Moseley T, Perez F, White J, Ravenberg E, Clayborn A, Chen H, Sun J, Wei P, Thompson A, Korkut A, Huo L, Hunt K, Moulder S, Litton J, Valero V, Tripathy D, Yang W, Yam C, Rauch GM, Ma J. Tumor segmentation with nnU-Net on dynamic contrast enhanced MR images of triple negative breast cancer. Proceedings of the 2023 International Society for Magnetic Resonance in Medicine Annual Meeting (#3712), 2023. e-Pub 2023.
- Zhou Z, Adrada BE, Candelaria RP, Elshafeey NA, Boge M, Mohamed RM, Pashapoor S, Sun J, Zu Z, Panthi B, Son JB, Guirguis MS, Patel MM, Whitman GJ, Moseley TW, Scoggins ME, White JB, Litton JK, Valero V, Hunt KK, Tripathu D, Yang W, Wei P, Yam C, Pagel MD, Rauch GM, Ma J. Deep learning models for automatic segmentation of triple negative breast cancer (TNBC). Proceedings of 45th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (#1980), 2023. e-Pub 2023.
- Perez F, Arribas E, Nia E, Guirguis M, Kapoor M, Patel M, Adrada B, Moseley T. A comprehensive look at disparities in breast cancer in the non-Hispanic Black, Hispanic, and transgender community and what policy changes should be considered. Proceedings of the Radiological Society of North America 108th Annual Meeting, 2022. e-Pub 2022.
- Guirguis MS, Moseley TW, Ding Q, Nia ES, Patel M, Perez F, Kapoor MM, Arribas EM, Adrada BE. All roads lead to Rome: Multi-modality imaging of benign and malignant pathologies of the nipple areolar complex. Proceedings of the Radiological Society of North America 108th Annual Meeting, 2022. e-Pub 2022.
- Patel M, Adrada BE, Nia ES, Kapoor MM, Khazai L, Guirguis MS, Perez F, Moseley TW, Arribas EM. Breast cancer recurrence: Multi-modality imaging in patients undergoing breast conservation treatment. Proceedings of the Radiological Society of North America 108th Annual Meeting (BREE-43), 2022. e-Pub 2022.
- Nia E, Bassett R, Patel M, Kapoor M, Perez F, Guirguis M, Candelaria R. Comparing the performance of full-field digital mammography (FFDM) and digital breast tomosynthesis (DBT) in the post-treatment surveillance of patients with a history of breast cancer: A retrospective study. Proceedings of the Radiological Society of North America 108th Annual Meeting, 2022. e-Pub 2022.
- Zhou Z, Adrada BE, Candelaria RP, Mohamed RM, Pashapoor S, Panthi B, Son JB, Xu Z, K-P H, Guirguis MS, Yang W, Whitman GJ, Lane DL, Le-Petross HC, Leung JWT, Moseley T, Scoggins ME, Patel MM, Perez F, White J, Litton J, Valero V, Tripathy D, Yam C, Pagel MD, Ma J, Rauch GM. Deep learning using pre-treatment MRIs and clinical information for prediction of pathologic complete response to neoadjuvant systemic therapy in triple negative breast cancer. Proceedings of the Radiological Society of North America 108th Annual Meeting, 2022. e-Pub 2022.
- Adrada BE, Guirguis MS, Patel MM, Perez F, Candelaria RP, Yang W, Sun J, Mohamed RM, Boge M, Le-Petross HC, Leung JWT, Whitman GJ, Lane DL, Scoggins ME, Moseley T, Musall B, White J, Zhou Z, Wei P, Son JB, K-P H, Panthi B, Pagel M, Huo L, Hunt K, Ravenberg E, Thompson A, Litton J, Valero V, Tripathy D, Moulder S, Yam C, Ma J, Rauch GM. Development of a combined model for early prediction of pathologic complete response (pCR) in triple negative breast cancer (TNBC) undergoing neoadjuvant therapy (NAT). Proceedings of the Radiological Society of North America 108th Annual Meeting, 2022. e-Pub 2022.
- Guirguis MS, Adrada BE, Patel M, Perez F, Candelaria RP, Yang WT, Sun J, Mohamed RMM, Boge M, Le-Petross HC, Leung JWT, Whitman GJ, Lane DL, Scoggins ME, Moseley TW, Musall B, White J, Zhou Z, Pashapoor S, Wei P, Son JB, K-P H, Panthi B, Pagel MD, Huo L, Hunt KK, Ravenberg E, Thompson A, Litton J, Valero V, Tripathy D, Moulder S, Yam C, Ma J, Rauch GM. Early prediction of chemoresistance versus excellent response in triple negative breast cancer patients with DCE-MRI. Proceedings of the Radiological Society of North America 108th Annual Meeting, 2022. e-Pub 2022.
- Mohamed RM, Panthi B, Adrada BE, Candelaria RP, Guirguis MS, Yang W, Boge M, Patel MM, Elshafeey NA, Pashapoor S, Zhou Z, Son JB, K-P H, Le-Petross HC, Leung JWT, Scoggins ME, Whitman GJ, Xu Z, Lane DL, Moseley TW, Perez F, White J, Chen H, Sun J, Wei P, Litton J, Valero V, Tripathy D, Yam C, Pagel MD, Ma J, Rauch GM. Multi-parametric MRI-based radiomics models for early neoadjuvant systemic treatment response prediction in triple negative breast cancer (TNBC). Proceedings of the Radiological Society of North America 108th Annual Meeting, 2022. e-Pub 2022.
- Adrada BE, Moseley TW, Rauch GM, Patel MM, Perez F, Kapoor MM, Nia ES, Scoggins ME, Khazai L, Arribas E, Guirguis MS. The many faces of triple negative breast cancer. Proceedings of the Radiological Society of North America 108th Annual Meeting (BREE-32), 2022. e-Pub 2022.
- Moseley T, Perard R, Guirguis M, Patel M, Nia E, Kapoor M, Perez F, Arribas E, Posleman F, Adrada. Moving beyond alphabet soup using root cause analysis (RCA) and failure mode and effects analysis (FMEA) to learn from errors in the breast imaging clinic. Proceedings of the Radiological Society of North America 108th Annual Meeting, 2022. e-Pub 2022.
- Son JB, K-P H, Rauch DE, Ahn JH, Lee J, Zhou Z, Panthi B, Adrada B, Candelaria RP, White JB, Guirguis M, Mohamed RM, Ravenberg EE, Yam C, Tripathy D, Ma J. Predicting breast cancer treatment response using a hybrid deep learning network on multislice SyntheticMR images. Proceedings of the 2022 International Society for Magnetic Resonance in Medicine Annual Meeting (#4480), 2022. e-Pub 2022.
- Guirguis MS, Boge M, Adrada BE. Malignancy underestimation of percutaneous image-guided biopsies yielding stromal fibrosis. Proceedings of the European Congress of Radiology, 2022. e-Pub 2022.
- Guirguis M, Scoggins M, Moseley T, Krishnamurthy S, Perez F, Nia E, Patel M, Adrada B. Not all that quacks is a duck: Differential diagnoses of lymphadenopathy in breast cancer patients. Proceedings of the European Congress of Radiology, 2022. e-Pub 2022.
- Moseley TW, Guirguis MS, Kapoor MM, Nia ES, Rauch GM, He H, Weaver OO, Posleman Monetto FE, Arribas EM, Whitman GJ, Adrada BE. Differentiating benign and malignant lymph nodes in breast cancer patients in the setting of COVID-19, National Consortium of Breast Centers. Proceedings of the National Consortium of Breast Centers, 2022. e-Pub 2022.
- Zhou Z, Elshafeey NA, Rauch DE, Adrada BE, Candelaria RP, Guirguis MS, Yang W, Boge M, Mohamed RM, Whitman GJ, Lane DL, Le-Petross HC, Leung JWT, Santiago L, Scoggins ME, Spak DA, Patel MM, Perez F, Tripathy D, Valero V, Yam C, Moulder S, White JB, Son JB, Pagel MD, Rauch GM, Ma J. Deep learning for early prediction of neoadjuvant chemotherapy response in triple negative breast cancers. Cancer Res 82(4):P1-08-03, 2022. e-Pub 2022.
- Rauch GM, Candelaria RP, Guirguis MS, Boge M, Mohamed RMM, Elshafeey N, Sun J, Whitman GJ, Leung J, Le-Petross HC, Santiago L, Lane D, Scoggins M, Spak D, Patel MM, Perez F, White JB, Ravenberg E, Peng W, Tripathy D, Valero V, Litton J, Huo L, Yam C, Thompson A, Ma J, Moulder SL, Yang W, Adrada BE. Integrated model for early prediction of neoadjuvant systemic therapy response in triple negative breast cancer. Cancer Res 82(4):PD11-07, 2022. e-Pub 2022.
- Guirguis MS, Adrada BE, Candelaria RP, Sun J, Whitman GJ, Yang WT, Boge M, Mohamed RM, Elshafeey NA, Lane DL, Le-Petross H, Leung JWT, Santiago L, Scoggins ME, Spak DA, Patel M, Perez F, Wei P, Tripathy D, White J, Ravenberg E, Huo L, Litton J, Arun B, Valero V, Thompson A, Moulder S, Yam C, Rauch GM. Prediction of response to neoadjuvant systemic therapy in triple negative breast cancer using baseline tumor MRI characteristics and imaging patterns of response. Cancer Res 82(4):P3-03-06, 2022. e-Pub 2022.
- Elshafeey N, Hwang KP, Adrada BE, Candelaria RP, Boge M, Mahmoud RM, Chen H, Sun J, Yang W, Kotrotsou A, Musall BC, Son JB, Whitman GJ, Leung J, Le-Petross H, Santiago L, Lane DL, Scoggins ME, Spak DA, Guirguis MS, Patel MM, Perez F, Abdelhafez AH, White JB, Hu L, Ravenberg E, Peng W, Thompson A, Damodaran S, Tripathy D, Moulder SL, Yam C, Pagel MD, Ma J, Rauch GM. Radiomics model based on magnetic resonance image compilation (MagIC) as early predictor of pathologic complete response to neoadjuvant systemic therapy in triple-negative breast cancer. Cancer Res 82(4):PD11-06, 2022. e-Pub 2022.
- Rauch GM, Candelaria RP, Guirguis MS, Sun J, Elshafeey NA, Yang W, Boge M, Mohamed RM, Whitman GJ, Lane DL, Le-Petross HC, Leung JWT, Santiago L, Scoggins ME, Spak DA, Patel MM, Perez F, Musall B, White J, Wei P, Zhou Z, Pagel M, Ma J, Ravenberg E, Thompson A, Huo L, Litton J, Valero V, Tripathy D, Yam C, Moulder S, Adrada BE. A composite model for pathologic complete response (pCR) prediction in triple negative breast cancer (TNBC). Proceedings of the Radiological Society of North America 107th Annual Meeting, 2021. e-Pub 2021.
- Rauch GM, Guirguis MS, Candelaria RP, Elshafeey NA, Sun J, Yang W, Boge M, Mohamed RM, Whitman GJ, Lane DL, Le-Petross HC, Leung JWT, Santiago L, Scoggins ME, Spak DA, Patel MM, Perez F, Musall B, White J, Zhou Z, Wei P, Pagel M, Ma J, Damodaran S, Huo L, Ravenberg E, Thompson A, Litton J, Valero V, Tripathy D, Yam C, Moulder S, Adrada BE. Early prediction of chemoresistance versus excellent response in triple negative breast cancer patients (TNBC) with DCE-MRI. Proceedings of the Radiological Society of North America 107th Annual Meeting, 2021. e-Pub 2021.
- Candelaria RP, Bassett R, Boge M, Patel M, Lane DL, Adrada BE, Guirguis MS, Le-Petross H, Leung JW, Perez F, Santiago L, Scoggins ME, Spak DA, Whitman GJ, Rauch GM, Yang WT. Immunogenic response and abnormal axillary node morphology in triple negative breast cancer patients, Radiological Society of North America 107th Annual Meeting. Proceedings of the Radiological Society of North America 107th Annual Meeting, 2021. e-Pub 2021.
- Guirguis MS, Adrada BE, Candelaria RP, Elshafeey NA, Sun J, Yang WT, Boge M, Mohamed RM, Le-Petross H, Whitman GJ, Lane DL, Leung JW, Santiago L, Scoggins ME, Spak DA, Patel M, Perez F, Wei P, Hash S, Willis BJ, Ravenberg E, Thompson A, Litton J, Valero V, Tripathy D, Yam C, Moulder S, Rauch GM. Prediction of pathologic complete response in triple negative breast cancer using baseline tumor MRI characteristics and patterns of response during neoadjuvant chemotherapy. Proceedings of the Radiological Society of North America 107th Annual Meeting, 2021. e-Pub 2021.
- Zhou Z, Elshafeey NA, Rauch DE, Adrada BE, Candelaria RP, Guirguis MS, Yang WT, Boge M, Mohamed RM, Whitman GJ, Lane DL, Le-Petross H, Leung JW, Santiago L, Scoggins ME, Spak DA, Patel M, Perez F, White J, Son J, Pagel MD, Rauch GM, Ma J. Prediction of pathological complete response to neoadjuvant systemic therapy of triple negative breast cancers via deep learning. Proceedings of the Radiological Society of North America 107th Annual Meeting, 2021. e-Pub 2021.
- Guirguis MS, Adrada B, Le-Petross H, Dryden MJ, Rauch GM, Whitman GJ, Moseley T. Preoperative bracketing of multifocal breast carcinoma: A multimodality approach. Proceedings of the Society of Breast Imaging/American College of Radiology Breast Imaging Symposium, 2021. e-Pub 2021.
- Guirguis MS, Adrada BE, Le-Petross H, Dryden MJ, Rauch GM, Moseley TW, Whitman GW. Challenging cases in breast localization: A multimodality approach. Proceedings of the Radiological Society of North America 106th Annual Meeting, 2020. e-Pub 2020.
- Adrada BE, Guirguis MS, Moseley TW. Nuts and bolts of MRI-guided breast biopsy. Proceedings of the Radiological Society of North America 106th Annual Meeting, 2020. e-Pub 2020.
- Guirguis MS, Adrada BE, Dryden M, Le-Petross HC, Sun J, Rauch G, Checka C, Whitman G, Moseley T. The feasibility of breast conservation therapy in multifocal/multicentric breast cancer using multiple radioactive seeds: A paradigm shift. Proceedings of the Radiological Society of North America 105th Annual Meeting, 2019. e-Pub 2019.
- Guirguis MS, Adrada B, Santiago L, Candelaria R, Arribas E. Benign mimickers of breast malignancy. Proceedings of the American Roentgen Ray Society 119th Annual Meeting, 2019. e-Pub 2019.
- Guirguis MS, Santiago L, Adrada B, Rauch G, Arribas E. Beyond invasive ductal carcinoma: A review of unusual breast malignancies. Proceedings of the American Roentgen Ray Society 119th Annual Meeting (E3110), 2019. e-Pub 2019.
- Guirguis MS, He H, Zhang S, Whitman G, Moseley T. Invasive lobular carcinoma of the male breast. Proceedings of the American Roentgen Ray Society 119th Annual Meeting, 2019. e-Pub 2019.
- Guirguis MS, Beckmann N. Traumatic scapula fractures: A review of classifications and management. Emerg Radiol(29):219-225, 2018. e-Pub 2018.
- Hermann S, Bih E, Ortiz-Romero S, Guirguis MS, Eldaya R, Divito D, Gatzert S, Matta E, Kirschner K. Finding the fetus: A multi-modality overview of the ectopic pregnancy spectrum, mimickers, and clinical management. Proceedings of the Radiological Society of North America 102nd Annual Meeting (OB161-ED_WEA1), 2016. e-Pub 2016.
- Supsupin E, Guirguis MS, Bingham B, Choi J, Mallery M, Bonfante E. Vascular complications of head and neck infections. Proceedings of the American Society of Neuroradiology 54th Annual Meeting (eEdE-109), 2016. e-Pub 2016.
- Guirguis MS, Ko A, Chinapuvvula NR. Imaging of acute pelvic pain in the premenopausal female: How to ensure timely surgical management. Emerg Radiol(22):457-510, 2016. e-Pub 2016.
- Shroff G, Guirguis MS, Konopka K, Oldham S, Chiles C. Multinodular lung disease: Pattern recognition and differential diagnosis with CT and pathologic correlation. Proceedings of the American Roentgen Ray Society 113th Annual Meeting, 2013. e-Pub 2013.
- Oldham S, Ferguson E, Shroff G, Guirguis MS, Hariharan R, Kntharia BK. CT imaging of complications associated with pulmonary vein ablation for atrial fibrillation. Proceedings of the Radiological Society of North America 98th Annual Meeting, 2012. e-Pub 2012.
Book Chapters
- Rauch GM, Guirguis MS, Adrada BE. After breast conservation therapy. In: CORE Requisites: Breast Imaging. Elsevier, 2022.
Letters to the Editor
- Guirguis MS, Adrada BE, Scoggins ME, Moseley TW, Whitman GJ. Reply to "Additional references relevant to preoperative breast lesion localization techniques". AJR Am J Roentgenol 218: 1, 2022.
- Shroff GS, Guirguis MS, Ferguson EC, Oldham SA, Kantharia BK. Re: CT imaging of complications of catheter ablation for atrial fibrillation. A reply. Clin Radiol 69: 369, 2014.
Grant & Contract Support
| Date: | 2022 - 2024 |
| Title: | Targeted axillary dissection and deep learning radiomics to predict axillary nodal burden pre-operatively in HR+/Her2-, node-positive breast cancer undergoing upfront surgery |
| Funding Source: | The University of Texas MD Anderson Cancer Center Institutional Research Grant |
| Role: | Co-I |
| ID: | 2023-00061839-Y1 |
Patient Reviews
CV information above last modified May 23, 2025