Publications from PIII Faculty
2023
- Cardiothoracic complications of immune checkpoint inhibitors.Gosangi B, Wang Y, Rubinowitz AN, Kwan J, Traube L, Gange C, Bader AS. Clin Imaging. 2023 Oct; 2023 Aug 9. PMID: 37659356.
- Artificial Intelligence to Improve Patient Understanding of Radiology Reports.Amin K, Khosla P, Doshi R, Chheang S, Forman HP. Yale J Biol Med. 2023 Sep; 2023 Sep 29. PMID: 37780992.
- Systematic Literature Review of Machine Learning Algorithms Using Pretherapy Radiologic Imaging for Glioma Molecular Subtype Prediction.Lost J, Verma T, Jekel L, von Reppert M, Tillmanns N, Merkaj S, Petersen GC, Bahar R, Gordem A, Haider MA, Subramanian H, Brim W, Ikuta I, Omuro A, Conte GM, Marquez-Nostra BV, Avesta A, Bousabarah K, Nabavizadeh A, Kazerooni AF, Aneja S, Bakas S, Lin M, Sabel M, Aboian M. AJNR Am J Neuroradiol. 2023 Sep 28; 2023 Sep 28. PMID: 37770204.
- Clinical implications of Peri-hematomal edema microperfusion fraction in intracerebral hemorrhage intravoxel incoherent motion imaging - A pilot study.Abou Karam G, Tharmaseelan H, Aboian MS, Malhotra A, Gilmore EJ, Falcone GJ, de Havenon A, Sheth KN, Payabvash S. J Stroke Cerebrovasc Dis. 2023 Sep 20; 2023 Sep 20. PMID: 37738914.
- The Remote Academic Radiologist: AJR Expert Panel Narrative Review.Ismail M, Hanna TN, Davis MA, Rubin E, DeQuesada IM 2nd, Miles RC, Pandharipande P. AJR Am J Roentgenol. 2023 Sep 6; 2023 Sep 6. PMID: 37672330.
- PACS-integrated machine learning breast density classifier: clinical validation.Lewin J, Schoenherr S, Seebass M, Lin M, Philpotts L, Etesami M, Butler R, Durand M, Heller S, Heacock L, Moy L, Tocino I, Westerhoff M. Clin Imaging. 2023 Sep; 2023 Jul 4. PMID: 37421715.
- Practical Steps to Mitigate Cybersecurity Attacks on Radiation Oncology Practices.Yu JB, Dicker AP, Lester-Coll NH, Tsai CJ, Zawalich M. Pract Radiat Oncol. 2023 Sep-Oct; 2023 May 23. PMID: 37230461.
- Imaging Artificial Intelligence: A Framework for Radiologists to Address Health Equity, From the AJR Special Series on DEI.Davis MA, Lim N, Jordan J, Yee J, Gichoya JW, Lee R. AJR Am J Roentgenol. 2023 Sep; 2023 Feb 22. PMID: 37095660.
- Pitfalls in Carotid Doppler Interpretation and How to Avoid Them.Gunabushanam G, Kent RH, Scoutt LM. J Ultrasound Med. 2023 Sep; 2023 Mar 9. PMID: 36896465.
- Local Economic Considerations in Selecting AI Tools for Implementation.Davis MA, Ramakrishnan D, Sala M, Aboian M. J Am Coll Radiol. 2023 Aug 19; 2023 Aug 19. PMID: 37604325.
- A Survey of Practicing Radiologists on the Use of Premedication Before Intravenous Iodinated Contrast Medium Administration.Sodagari F, Davenport MS, Asch D, Cavallo JJ, Cohan RH, Ellis JH, Pahade JK. J Am Coll Radiol. 2023 Jul 27; 2023 Jul 27. PMID: 37516161.
- A Multiclass Radiomics Method-Based WHO Severity Scale for Improving COVID-19 Patient Assessment and Disease Characterization From CT Scans.Henao JAG, Depotter A, Bower DV, Bajercius H, Todorova PT, Saint-James H, de Mortanges AP, Barroso MC, He J, Yang J, You C, Staib LH, Gange C, Ledda RE, Caminiti C, Silva M, Cortopassi IO, Dela Cruz CS, Hautz W, Bonel HM, Sverzellati N, Duncan JS, Reyes M, Poellinger A. Invest Radiol. 2023 Jul 27; 2023 Jul 27. PMID: 37493348.
- Reply.Moore CL, Baskin A, Cheung D, Davis MA, Fertel BS, Larson DM, Lee RK, McCabe-Kline KB, Mills AM, Nicola GN, Nicola LP. J Am Coll Radiol. 2023 Jun 20; 2023 Jun 20. PMID: 37348746.
- PET/MRI Applications in Pediatric Epilepsy.Pedersen C, Aboian M, Messina SA, Daldrup-Link H, Franceschi AM. World J Nucl Med. 2023 Jun; 2023 Apr 28. PMID: 37223623.
- Quantitative cardiovascular magnetic resonance findings and clinical risk factors predict cardiovascular outcomes in breast cancer patients.Kwan JM, Arbune A, Henry ML, Hu R, Wei W, Nguyen V, Lee S, Lopez-Mattei J, Guha A, Huber S, Bader AS, Meadows J, Sinusas A, Mojibian H, Peters D, Lustberg M, Hull S, Baldassarre LA. PLoS One. 2023; 2023 May 30. PMID: 37252927.
- Perfluorobutane-enhanced US Helps Differentiate Benign Lymph Nodes from Papillary Thyroid Cancer Metastases.Gunabushanam G. Radiology. 2023 May; 2023 Apr 4. PMID: 37014247.
- 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.
- Even in Radiology, Race Matters.Forman HP, Davis MA. Radiology. 2023 May; 2023 Feb 21. PMID: 36809221.
- 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 May; 2023 Jan 31. PMID: 36717409.
- Artificial Intelligence for Neuroimaging and Musculoskeletal Radiology: Overview of Current Commercial Algorithms.Berson ER, Aboian MS, Malhotra A, Payabvash S. Semin Roentgenol. 2023 Apr; 2023 Mar 31. PMID: 37087138.
- JACR Health Policy Expert Panel: Private Equity Investment in Radiology.Lee CI, Davis MA, Lexa FJ, Liao JM. J Am Coll Radiol. 2023 Apr 1; 2023 Apr 1. PMID: 37011830.
- 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 RK, McCabe-Kline KB, Mills AM, Nicola GN, Nicola LP. J Am Coll Radiol. 2023 Apr; 2023 Mar 13. PMID: 36922265.
- Change Management Strategies Toward 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 Apr; 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 Apr; 2023 Feb 2. PMID: 36736547.
- Automated tumor segmentation and brain tissue extraction from multiparametric MRI of pediatric brain tumors: A multi-institutional study.Fathi Kazerooni A, Arif S, Madhogarhia R, Khalili N, Haldar D, Bagheri S, Familiar AM, Anderson H, Haldar S, Tu W, Chul Kim M, Viswanathan K, Muller S, Prados M, Kline C, Vidal L, Aboian M, Storm PB, Resnick AC, Ware JB, Vossough A, Davatzikos C, Nabavizadeh A. Neurooncol Adv. 2023 Jan-Dec; 2023 Mar 16. PMID: 37051331.
- 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.
- 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.
- 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.
- PET Image Denoising using a Deep-Learning Method for Extremely Obese Patients.Liu H, Yousefi H, Mirian N, Lin M, Menard D, Gregory M, Aboian M, Boustani A, Chen MK, Saperstein L, Pucar D, Kulon M, Liu C. IEEE Trans Radiat Plasma Med Sci. 2022 Sep; 2021 Dec 2. PMID: 37284026.
- 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.
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