Publications from PIII Faculty
2023
- Natural language processing in radiology: Clinical applications and future directions.Bobba PS, Sailer A, Pruneski JA, Beck S, Mozayan A, Mozayan S, Arango J, Cohan A, Chheang S. Clin Imaging. 2023 May; 2023 Mar 5. PMID: 36889116.
- Pitfalls in Carotid Doppler Interpretation and How to Avoid Them.Gunabushanam G, Kent RH, Scoutt LM. J Ultrasound Med. 2023 Mar 9; 2023 Mar 9. PMID: 36896465.
- White Paper: Best Practices in the Communication and Management of Actionable Incidental Findings in Emergency Department Imaging.Moore CL, Baskin A, Chang AM, Cheung D, Davis MA, Fertel BS, Hans K, Kang SK, Larson DM, Lee R, McCabe-Kline KB, Mills AM, Nicola GN, Nicola LP. J Am Coll Radiol. 2023 Mar 8; 2023 Mar 8. PMID: 36922265.
- ImmunoPET Imaging Identifies the Optimal Timepoint for Combination Therapy in Xenograft Models of Triple-Negative Breast Cancer.Li Z, Belitzky E, Blaha O, Cavaliere A, Katz SR, Aboian M, Melegari L, Rajabimoghadam K, Kurpiewski S, Zhu X, Marquez-Nostra B. Cancers (Basel). 2023 Mar 3; 2023 Mar 3. PMID: 36900378.
- Complex pathologies in a patient referred for varicose veins.Ali S, Pinto P, Huber S, Perez-Lozada JC, Attaran R, Ochoa Chaar CI. J Vasc Surg Cases Innov Tech. 2023 Mar; 2023 Jan 20. PMID: 36852313.
- Ultrasound Evaluation of Chronic Venous Insufficiency.Zalaquett E, Gunabushanam G, Vallejos A, Dahiya N. Ultrasound Q. 2023 Mar 1; 2023 Jan 17. PMID: 36651650.
- Even in Radiology, Race Matters.Forman HP, Davis MA. Radiology. 2023 Feb 21; 2023 Feb 21. PMID: 36809221.
- Change Management Strategies Towards Dismantling Race-Based Structural Barriers in Radiology.Abraham P, Hsieh LJ, Buckner E, Flores EJ, Davis MA, Tamayo-Murillo D, Newton IG. Acad Radiol. 2023 Feb 18; 2023 Feb 18. PMID: 36804171.
- Clinical Implementation of a Combined Artificial Intelligence and Natural Language Processing Quality Assurance Program for Pulmonary Nodule Detection in the Emergency Department Setting.Cavallo JJ, de Oliveira Santo I, Mezrich JL, Forman HP. J Am Coll Radiol. 2023 Feb 2; 2023 Feb 2. PMID: 36736547.
- Comparing 3D, 2.5D, and 2D Approaches to Brain Image Auto-Segmentation.Avesta A, Hossain S, Lin M, Aboian M, Krumholz HM, Aneja S. Bioengineering (Basel). 2023 Feb 1; 2023 Feb 1. PMID: 36829675.
- Comparison of whole-body DW-MRI with 2-[(18)F]FDG PET for staging and treatment monitoring of children with Langerhans cell histiocytosis.Baratto L, Nyalakonda R, Theruvath AJ, Sarrami AH, Hawk KE, Rashidi A, Shen S, States L, Aboian M, Jeng M, Daldrup-Link HE. Eur J Nucl Med Mol Imaging. 2023 Jan 31; 2023 Jan 31. PMID: 36717409.
- Brain PET Imaging: Approach to Cognitive Impairment and Dementia.Spano M, Roytman M, Aboian M, Saboury B, Franceschi A, Chiang GC. PET Clin. 2023 Jan. PMID: 36442959.
- Radiologists staunchly support patient safety and autonomy, in opposition to the SCOTUS decision to overturn Roe v Wade.Karandikar A, Solberg A, Fung A, Lee AY, Farooq A, Taylor AC, Oliveira A, Narayan A, Senter A, Majid A, Tong A, McGrath AL, Malik A, Brown AL, Roberts A, Fleischer A, Vettiyil B, Zigmund B, Park B, Curran B, Henry C, Jaimes C, Connolly C, Robson C, Meltzer CC, Phillips CH, Dove C, Glastonbury C, Pomeranz C, Kirsch CFE, Burgan CM, Scher C, Tomblinson C, Fuss C, Santillan C, Daye D, Brown DB, Young DJ, Kopans D, Vargas D, Martin D, Thompson D, Jordan DW, Shatzkes D, Sun D, Mastrodicasa D, Smith E, Korngold E, Dibble EH, Arleo EK, Hecht EM, Morris E, Maltin EP, Cooke EA, Schwartz ES, Lehrman E, Sodagari F, Shah F, Doo FX, Rigiroli F, Vilanilam GK, Landinez G, Kim GG, Rahbar H, Choi H, Bandesha H, Ojeda-Fournier H, Ikuta I, Dragojevic I, Schroeder JLT, Ivanidze J, Katzen JT, Chiang J, Nguyen J, Robinson JD, Broder JC, Kemp J, Weaver JS, Conyers JM, Robbins JB, Leschied JR, Wen J, Park J, Mongan J, Perchik J, Barbero JPM, Jacob J, Ledbetter K, Macura KJ, Maturen KE, Frederick-Dyer K, Dodelzon K, Cort K, Kisling K, Babagbemi K, McGill KC, Chang KJ, Feigin K, Winsor KS, Seifert K, Patel K, Porter KK, Foley KM, Patel-Lippmann K, McIntosh LJ, Padilla L, Groner L, Harry LM, Ladd LM, Wang L, Spalluto LB, Mahesh M, Marx MV, Sugi MD, Sammer MBK, Sun M, Barkovich MJ, Miller MJ, Vella M, Davis MA, Englander MJ, Durst M, Oumano M, Wood MJ, McBee MP, Fischbein NJ, Kovalchuk N, Lall N, Eclov N, Madhuripan N, Ariaratnam NS, Vincoff NS, Kothary N, Yahyavi-Firouz-Abadi N, Brook OR, Glenn OA, Woodard PK, Mazaheri P, Rhyner P, Eby PR, Raghu P, Gerson RF, Patel R, Gutierrez RL, Gebhard R, Andreotti RF, Masum R, Woods R, Mandava S, Harrington SG, Parikh S, Chu S, Arora SS, Meyers SM, Prabhu S, Shams S, Pittman S, Patel SN, Payne S, Hetts SW, Hijaz TA, Chapman T, Loehfelm TW, Juang T, Clark TJ, Potigailo V, Shah V, Planz V, Kalia V, DeMartini W, Dillon WP, Gupta Y, Koethe Y, Hartley-Blossom Z, Wang ZJ, McGinty G, Haramati A, Allen LM, Germaine P. Clin Imaging. 2023 Jan; 2022 Aug 12. PMID: 36064645.
- Spectrum of qualitative and quantitative imaging of pilomyxoid, intermediate pilomyxoid and pilocytic astrocytomas in relation to their genetic alterations.Fadel SA, von Reppert M, Kazarian E, Omay EZE, Marks A, Linder N, Hoffmann KT, Darbinyan A, Huttner A, Aboian MS. Neuroradiology. 2023 Jan; 2022 Aug 19. PMID: 35984480.
2022
- Gender Disparity in Surgical Device Patents: A Five-year Trend From Canada and the United States.Booth LE, Lo FJ, Davis MA, Spalluto LB, Yee J, Yong-Hing CJ, Murray N, Alwazzan AB, Khosa F. J Surg Res. 2022 Dec; 2022 Aug 23. PMID: 36027658.
- Diseases of the pulmonary arteries: imaging appearances and pearls.Cortopassi IO, Gosangi B, Asch D, Bader AS, Gange CP, Rubinowitz AN. Clin Imaging. 2022 Nov; 2022 Aug 30. PMID: 36067656.
- Clinical implementation of artificial intelligence in neuroradiology with development of a novel workflow-efficient picture archiving and communication system-based automated brain tumor segmentation and radiomic feature extraction.Aboian M, Bousabarah K, Kazarian E, Zeevi T, Holler W, Merkaj S, Cassinelli Petersen G, Bahar R, Subramanian H, Sunku P, Schrickel E, Bhawnani J, Zawalich M, Mahajan A, Malhotra A, Payabvash S, Tocino I, Lin M, Westerhoff M. Front Neurosci. 2022; 2022 Oct 13. PMID: 36312024.
- Practice Management Strategies for Imaging Facilities Facing an Acute Iodinated Contrast Media Shortage.Cavallo JJ, Pahade JK. AJR Am J Roentgenol. 2022 Oct; 2022 May 13. PMID: 35549445.
- Radiologists staunchly support patient safety and autonomy, in opposition to the SCOTUS draft.Andreotti RF, Arleo EK, Arora SS, Broder JC, Brook O, Cooke EA, Davis MA, Dodelzon K, Englander MJ, Fischbein NJ, Fleischer A, Frederick-Dyer K, Gerson RF, Gruen D, Hecht EM, Katzen JT, Kemp J, Kotsenas AL, Ladd LM, Malik A, McGinty G, Meltzer CC, Oliveira A, Phillips C, Porter KK, Rhyner P, Robson C, Shatzkes D, Spalluto LB, Sun M, Tomblinson C, Vincoff NS, Wood MJ, Zigmund B, Glastonbury C, Ivanidze J, Schwartz ES, Woodard PK. Clin Imaging. 2022 Sep; 2022 Jun 10. PMID: 35772335.
- Use of artificial intelligence in emergency radiology: An overview of current applications, challenges, and opportunities.Al-Dasuqi K, Johnson MH, Cavallo JJ. Clin Imaging. 2022 Sep; 2022 May 30. PMID: 35716432.
- Early-stage COVID-19 pandemic observations on pulmonary embolism using nationwide multi-institutional data harvesting.Wismüller A, DSouza AM, Abidin AZ, Ali Vosoughi M, Gange C, Cortopassi IO, Bozovic G, Bankier AA, Batra K, Chodakiewitz Y, Xi Y, Whitlow CT, Ponnatapura J, Wendt GJ, Weinberg EP, Stockmaster L, Shrier DA, Shin MC, Modi R, Lo HS, Kligerman S, Hamid A, Hahn LD, Garcia GM, Chung JH, Altes T, Abbara S, Bader AS. NPJ Digit Med. 2022 Aug 19; 2022 Aug 19. PMID: 35986059.
- Real-time PACS-integrated longitudinal brain metastasis tracking tool provides comprehensive assessment of treatment response to radiosurgery.Cassinelli Petersen G, Bousabarah K, Verma T, von Reppert M, Jekel L, Gordem A, Jang B, Merkaj S, Abi Fadel S, Owens R, Omuro A, Chiang V, Ikuta I, Lin M, Aboian MS. Neurooncol Adv. 2022 Jan-Dec; 2022 Jul 26. PMID: 36043121.
- ACR Statement on Use of Iodinated Contrast Material for Medical Imaging in Young Children and Need for Thyroid Monitoring.Dillman JR, Forbes-Amrhein MM, Wang CL, Asch D, Cavallo J, Ellis JH, Gilligan LA, Krishnan P, McDonald RJ, McDonald JS, Murphy BL, Mervak BM, Newhouse JH, Pahade JK, Sumkin A, Weinreb JC, Weinstein S, Davenport MS. J Am Coll Radiol. 2022 Jul; 2022 Jun 7. PMID: 35679956.
- Statement from the ACR Committee on Drugs and Contrast Media on the Intravenous Iodinated Contrast Media Shortage.Wang CL, Asch D, Cavallo J, Dillman JR, Ellis JH, Forbes-Amrhein MM, Gilligan LA, Krishnan P, McDonald RJ, McDonald JS, Murphy BL, Mervak BM, Newhouse JH, Pahade JK, Sumkin A, Weinreb JC, Weinstein S, Davenport MS. J Am Coll Radiol. 2022 Jul; 2022 May 20. PMID: 35598635.
- MR Imaging Biomarkers for the Prediction of Outcome after Radiofrequency Ablation of Hepatocellular Carcinoma: Qualitative and Quantitative Assessments of the Liver Imaging Reporting and Data System and Radiomic Features.Petukhova-Greenstein A, Zeevi T, Yang J, Chai N, DiDomenico P, Deng Y, Ciarleglio M, Haider SP, Onyiuke I, Malpani R, Lin M, Kucukkaya AS, Gottwald LA, Gebauer B, Revzin M, Onofrey J, Staib L, Gunabushanam G, Taddei T, Chapiro J. J Vasc Interv Radiol. 2022 Jul; 2022 Apr 20. PMID: 35460887.
- Machine Learning and Improved Quality Metrics in Acute Intracranial Hemorrhage by Noncontrast Computed Tomography.Davis MA, Rao B, Cedeno PA, Saha A, Zohrabian VM. Curr Probl Diagn Radiol. 2022 Jul-Aug; 2020 Nov 15. PMID: 33243455.
- Identifying clinically applicable machine learning algorithms for glioma segmentation: recent advances and discoveries.Tillmanns N, Lum AE, Cassinelli G, Merkaj S, Verma T, Zeevi T, Staib L, Subramanian H, Bahar RC, Brim W, Lost J, Jekel L, Brackett A, Payabvash S, Ikuta I, Lin M, Bousabarah K, Johnson MH, Cui J, Malhotra A, Omuro A, Turowski B, Aboian MS. Neurooncol Adv. 2022 Jan-Dec; 2022 Jun 14. PMID: 36071926.
- Standardizing the Reporting of Incidental, Non-Lung Cancer (Category S) Findings Identified on Lung Cancer Screening Low-Dose CT Imaging.Tanoue LT, Sather P, Cortopassi I, Dicks D, Curtis A, Michaud G, Bader A, Gange C Jr, Detterbeck F, Killam J. Chest. 2022 Jun; 2022 Jan 12. PMID: 35032477.
- Machine Learning Tools for Image-Based Glioma Grading and the Quality of Their Reporting: Challenges and Opportunities.Merkaj S, Bahar RC, Zeevi T, Lin M, Ikuta I, Bousabarah K, Cassinelli Petersen GI, Staib L, Payabvash S, Mongan JT, Cha S, Aboian MS. Cancers (Basel). 2022 May 25; 2022 May 25. PMID: 35681603.
- Clinical Evaluation of Nuclear Imaging Agents in Breast Cancer.Li Z, Aboian MS, Zhu X, Marquez-Nostra B. Cancers (Basel). 2022 Apr 23; 2022 Apr 23. PMID: 35565232.
- Machine Learning Models for Classifying High- and Low-Grade Gliomas: A Systematic Review and Quality of Reporting Analysis.Bahar RC, Merkaj S, Cassinelli Petersen GI, Tillmanns N, Subramanian H, Brim WR, Zeevi T, Staib L, Kazarian E, Lin M, Bousabarah K, Huttner AJ, Pala A, Payabvash S, Ivanidze J, Cui J, Malhotra A, Aboian MS. Front Oncol. 2022; 2022 Apr 22. PMID: 35530302.
- Brain Tumor Imaging: Applications of Artificial Intelligence.Afridi M, Jain A, Aboian M, Payabvash S. Semin Ultrasound CT MR. 2022 Apr; 2022 Feb 11. PMID: 35339256.
- Radiomics: A Primer on Processing Workflow and Analysis.Avery E, Sanelli PC, Aboian M, Payabvash S. Semin Ultrasound CT MR. 2022 Apr; 2022 Feb 12. PMID: 35339254.
- Neuropathology of Chiari Malformation II with Chromosome X Alterations: An Autopsy Study in a 17-Month-Old and Review of Literature.Wang X, Habet V, Aboian M, Leelatian N, McGuone D, Morotti R, Kandil S, Darbinyan A. J Neuropathol Exp Neurol. 2022 Mar 29. PMID: 35139536.
- Machine Learning Applications for Differentiation of Glioma from Brain Metastasis-A Systematic Review.Jekel L, Brim WR, von Reppert M, Staib L, Cassinelli Petersen G, Merkaj S, Subramanian H, Zeevi T, Payabvash S, Bousabarah K, Lin M, Cui J, Brackett A, Mahajan A, Omuro A, Johnson MH, Chiang VL, Malhotra A, Scheffler B, Aboian MS. Cancers (Basel). 2022 Mar 8; 2022 Mar 8. PMID: 35326526.
- Correction to: COVID‑19 ARDS: a review of imaging features and overview of mechanical ventilation and its complications.Gosangi B, Rubinowitz AN, Irugu D, Gange C, Bader A, Cortopassi I. Emerg Radiol. 2022 Feb. PMID: 34741693.
- COVID-19 ARDS: a review of imaging features and overview of mechanical ventilation and its complications.Gosangi B, Rubinowitz AN, Irugu D, Gange C, Bader A, Cortopassi I. Emerg Radiol. 2022 Feb; 2021 Oct 26. PMID: 34698956.
- Extent of High-Grade Prostatic Adenocarcinoma in Multiparametric Magnetic Resonance Imaging-Targeted Biopsy Enhances Prediction of Pathologic Stage.Paulson N, Vollmer RT, Humphrey PA, Sprenkle PC, Onofrey J, Huber S, Amirkhiz K, Levi AW. Arch Pathol Lab Med. 2022 Jan 2. PMID: 34015819.
- Radiation Necrosis with Proton Therapy in a Patient with Aarskog-Scott Syndrome and Medulloblastoma.Puthenpura V, DeNunzio NJ, Zeng X, Giantsoudi D, Aboian M, Ebb D, Kahle KT, Yock TI, Marks AM. Int J Part Ther. 2022 Winter; 2021 Jul 29. PMID: 35127977.
- Diversity, Equity, and Inclusion Efforts Are Organizational Change Management Efforts.Davis MA, Dupree CH, Meltzer CC. J Am Coll Radiol. 2022 Jan. PMID: 35033308.
- Clinical Redesign: An Innovative Approach to Leading Change at an Academic Healthcare System.Li L, Davis M, Kim N, Lipka S, Branson B, Amport S, Schwartz I, Sussman S. J Healthc Manag. 2022 Jan-Feb 01. PMID: 34982746.
2021
- Myocardial involvement in children with post-COVID multisystem inflammatory syndrome: a cardiovascular magnetic resonance based multicenter international study-the CARDOVID registry.Aeschlimann FA, Misra N, Hussein T, Panaioli E, Soslow JH, Crum K, Steele JM, Huber S, Marcora S, Brambilla P, Jain S, Navallas M, Giuli V, Rücker B, Angst F, Patel MD, Azarine A, Caro-Domínguez P, Cavaliere A, Di Salvo G, Ferroni F, Agnoletti G, Bonnemains L, Martins D, Boddaert N, Wong J, Pushparajah K, Raimondi F. J Cardiovasc Magn Reson. 2021 Dec 30; 2021 Dec 30. PMID: 34969397.
- Trends in Development of Novel Machine Learning Methods for the Identification of Gliomas in Datasets That Include Non-Glioma Images: A Systematic Review.Subramanian H, Dey R, Brim WR, Tillmanns N, Cassinelli Petersen G, Brackett A, Mahajan A, Johnson M, Malhotra A, Aboian M. Front Oncol. 2021; 2021 Dec 23. PMID: 35004312.
- Identifying enhancement-based staging markers on baseline MRI in patients with colorectal cancer liver metastases undergoing intra-arterial tumor therapy.Ghani MA, Fereydooni A, Chen E, Letzen B, Laage-Gaupp F, Nezami N, Deng Y, Gan G, Thakur V, Lin M, Papademetris X, Schernthaner RE, Huber S, Chapiro J, Hong K, Georgiades C. Eur Radiol. 2021 Dec; 2021 Jun 1. PMID: 34061209.
- Expedited and Comprehensive Management of Low-Risk TIA Patients in the Emergency Department is Safe and Less Costly.Garg A, Maran I, Amin H, Vlieks K, Neuschatz K, Coppola A, Poskus K, Johnson J, Davis M, Minja F, Schindler J, Sansing LH, Malhotra A, Jasne AS, Sharma R. J Stroke Cerebrovasc Dis. 2021 Oct; 2021 Jul 27. PMID: 34325273.
- Ultrasound Image Optimization for the Interventional Radiologist.Gunabushanam G, Scoutt LM. Tech Vasc Interv Radiol. 2021 Sep; 2021 Sep 27. PMID: 34861965.
- Practical Guide to Natural Language Processing for Radiology.Mozayan A, Fabbri AR, Maneevese M, Tocino I, Chheang S. Radiographics. 2021 Sep-Oct. PMID: 34469212.
- Correction to: Incidence and characteristics of metastatic intracranial lesions in stage III and IV melanoma: a single institute retrospective analysis.Sandhu MRS, Chiang VL, Tran T, Yu JB, Weiss SA, Goldberg SB, Aboian MS, Kluger HM, Mahajan A. J Neurooncol. 2021 Sep. PMID: 34403041.
- Incidence and characteristics of metastatic intracranial lesions in stage III and IV melanoma: a single institute retrospective analysis.Sandhu MRS, Chiang VL, Tran T, Yu JB, Weiss SA, Goldberg SB, Aboian MS, Kluger HM, Mahajan A. J Neurooncol. 2021 Sep; 2021 Aug 5. PMID: 34351544.
- Type of bony involvement predicts genomic subgroup in sphenoid wing meningiomas.Jin L, Youngblood MW, Gupte TP, Vetsa S, Nadar A, Barak T, Yalcin K, Aguilera SM, Mishra-Gorur K, Blondin NA, Gorelick E, Omay SB, Pointdujour-Lim R, Judson BL, Alperovich M, Aboian MS, McGuone D, Gunel M, Erson-Omay Z, Fulbright RK, Moliterno J. J Neurooncol. 2021 Sep; 2021 Aug 4. PMID: 34350560.
Abstracts and Talks
Accepted SIIM abstracts for the 2022 meeting
1) Development of a workflow efficient PACS based automated brain tumor segmentation and radiomic feature extraction for clinical implementation
• Authors: Tej Verma
2) PACS-Integrated Lesion Tracking Tool Enables Efficient Lesion Measurement And Reveals High Proportion Of Metastatic Lesions Showing Mixed Response To Radiosurgery
• Authors: Gabriel Cassinelli, Tej Verma, Khaled Bousabarah, PhD, Leon Jekel, Sara Merkaj, Ryan Bahar, BS, Sandra Abi Fadel, MD, Ichiro Ikuta, MD, MingDe Lin, PhD, Antonio Omuro, MD, Mariam Aboian, MD/PhD
3) Applying a Glioma-Trained Deep Learning Automatic 3D Segmentation Algorithm for Primary CNS Lymphoma Segmentation - Preliminary Results
• Authors: Gabriel Cassinelli, Sara Merkaj, Khaled Bousabarah PhD, Leon Jekel, Sandra Abi Fadel MD, Ichiro Ikuta MD, MingDe Lin PhD, Anita Huttner MD, Antonio Omuro, MD, Mariam Aboian, MD/PhD
4) Are Deep Learning or Conventional Machine Learning Algorithms Best For Differentiating Gliomas from Primary CNS Lymphomas? - A Systematic Review
• Authors: Gabriel Cassinelli Petersen, Julia Shatalov, Tej Verma, Waverly Brim BS, Sara Merkaj, Ryan Bahar BS, Harry Subramanian, MD, Jin Cui PhD, Michele Johnson MD, Ajay Malhotra MD, Antonio Omuro MD, Mariam Aboian MD/PhD
5) A fully PACS integrated machine learning pipeline for automatic glioma segmentation and grade prediction
• Authors:Sara Merkaj, Tal Zeevi, Khaled Bousabarah, Eve Kazarian, MingDe Lin, Andrej Pala, Lawrence Staib, Leon Jekel, Ryan Bahar, Gabriel Cassinelli, Niklas Tillmanns, Jin Cui, Ichiro Ikuta, Sandra Abi Fadel, Jitendra Bhawnani, Irena Tocino, Mariam Aboian
6) Minimal studies needed to train novel PACS-based glioma auto-segmentation tool to translate to clinical practice
• Authors: Sara Merkaj, Khaled Bousabarah, MingDe Lin, Andrej Pala, Gabriel Cassinelli, Leon Jekel, Ryan Bahar, Niklas Tillmanns, Jin Cui, Ajay Malhotra, Jitendra Bhawnani, Irena Tocino, Mariam Aboian
7) TRIPOD analysis of machine learning studies in glioma segmentation
• Authors: Niklas J. Tillmanns, Avery E. Lum, Gabriel Cassinelli, Sara Merkaj, Tej Verma, Harry Subramanian MD, Ryan C. Bahar, Waverly Brim, Jan Lost, Leon Jekel, Sam Payabvash MD, Ichiro Ikuta MD, MingDe Lin PhD, Khaled Bousabarah M.Sc, Michele H. Johnson MD, Jin Cui, Ajay Malhotra MD, Bernd Turowski Prof. Dr., Mariam S. Aboian MD/PhD
8) Why is AI based glioma segmentation not in clinical practice? - A systematic review of the current literature
• Authors: Niklas J. Tillmanns, Avery E. Lum, Gabriel Cassinelli, Sara Merkaj, Tej Verma, Harry Subramanian MD, Ryan C. Bahar, Waverly Brim, Jan Lost, Leon Jekel, Sam Payabvash MD, Ichiro Ikuta MD, MingDe Lin PhD, Khaled Bousabarah M.Sc, Michele H. Johnson MD, Jin Cui, Ajay Malhotra MD, Bernd Turowski Prof. Dr., Mariam S. Aboian MD/PhD
1) Development of a workflow efficient PACS based automated brain tumor segmentation and radiomic feature extraction for clinical implementation
• Authors: Tej Verma
2) PACS-Integrated Lesion Tracking Tool Enables Efficient Lesion Measurement And Reveals High Proportion Of Metastatic Lesions Showing Mixed Response To Radiosurgery
• Authors: Gabriel Cassinelli, Tej Verma, Khaled Bousabarah, PhD, Leon Jekel, Sara Merkaj, Ryan Bahar, BS, Sandra Abi Fadel, MD, Ichiro Ikuta, MD, MingDe Lin, PhD, Antonio Omuro, MD, Mariam Aboian, MD/PhD
3) Applying a Glioma-Trained Deep Learning Automatic 3D Segmentation Algorithm for Primary CNS Lymphoma Segmentation - Preliminary Results
• Authors: Gabriel Cassinelli, Sara Merkaj, Khaled Bousabarah PhD, Leon Jekel, Sandra Abi Fadel MD, Ichiro Ikuta MD, MingDe Lin PhD, Anita Huttner MD, Antonio Omuro, MD, Mariam Aboian, MD/PhD
4) Are Deep Learning or Conventional Machine Learning Algorithms Best For Differentiating Gliomas from Primary CNS Lymphomas? - A Systematic Review
• Authors: Gabriel Cassinelli Petersen, Julia Shatalov, Tej Verma, Waverly Brim BS, Sara Merkaj, Ryan Bahar BS, Harry Subramanian, MD, Jin Cui PhD, Michele Johnson MD, Ajay Malhotra MD, Antonio Omuro MD, Mariam Aboian MD/PhD
5) A fully PACS integrated machine learning pipeline for automatic glioma segmentation and grade prediction
• Authors:Sara Merkaj, Tal Zeevi, Khaled Bousabarah, Eve Kazarian, MingDe Lin, Andrej Pala, Lawrence Staib, Leon Jekel, Ryan Bahar, Gabriel Cassinelli, Niklas Tillmanns, Jin Cui, Ichiro Ikuta, Sandra Abi Fadel, Jitendra Bhawnani, Irena Tocino, Mariam Aboian
6) Minimal studies needed to train novel PACS-based glioma auto-segmentation tool to translate to clinical practice
• Authors: Sara Merkaj, Khaled Bousabarah, MingDe Lin, Andrej Pala, Gabriel Cassinelli, Leon Jekel, Ryan Bahar, Niklas Tillmanns, Jin Cui, Ajay Malhotra, Jitendra Bhawnani, Irena Tocino, Mariam Aboian
7) TRIPOD analysis of machine learning studies in glioma segmentation
• Authors: Niklas J. Tillmanns, Avery E. Lum, Gabriel Cassinelli, Sara Merkaj, Tej Verma, Harry Subramanian MD, Ryan C. Bahar, Waverly Brim, Jan Lost, Leon Jekel, Sam Payabvash MD, Ichiro Ikuta MD, MingDe Lin PhD, Khaled Bousabarah M.Sc, Michele H. Johnson MD, Jin Cui, Ajay Malhotra MD, Bernd Turowski Prof. Dr., Mariam S. Aboian MD/PhD
8) Why is AI based glioma segmentation not in clinical practice? - A systematic review of the current literature
• Authors: Niklas J. Tillmanns, Avery E. Lum, Gabriel Cassinelli, Sara Merkaj, Tej Verma, Harry Subramanian MD, Ryan C. Bahar, Waverly Brim, Jan Lost, Leon Jekel, Sam Payabvash MD, Ichiro Ikuta MD, MingDe Lin PhD, Khaled Bousabarah M.Sc, Michele H. Johnson MD, Jin Cui, Ajay Malhotra MD, Bernd Turowski Prof. Dr., Mariam S. Aboian MD/PhD