Recent Publications

  • Prediction of post-radiotherapy locoregional progression in HPV-associated oropharyngeal squamous cell carcinoma using machine-learning analysis of baseline PET/CT radiomics
  • Haider SP, Sharaf K, Zeevi T, Baumeister P, Reichel C, Forghani R, Kann BH, Petukhova A, Judson BL, Prasad ML, Liu C, Burtness B, Mahajan A, Payabvash S.
    Transl Oncol. 2020 Oct 15 14(1):100906. doi: 10.1016/j.tranon.2020.100906. Online ahead of print.




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  • Machine Intelligence in Neurologic and Head and Neck Imaging
  • Forghani R.
    Neuroimaging Clin N Am. 2020 Nov 30(4):xvii-xviii. doi: 10.1016/j.nic.2020.08.006. Epub 2020 Sep 17.




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  • Overview of Machine Learning Part 1: Fundamentals and Classic Approaches
  • Maleki F, Ovens K, Najafian K, Forghani B, Reinhold C, Forghani R.
    Neuroimaging Clin N Am. 2020 Nov 30(4):e17-e32. doi: 10.1016/j.nic.2020.08.007.




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  • Artificial Intelligence Applications for Workflow, Process Optimization and Predictive Analytics
  • Letourneau-Guillon L, Camirand D, Guilbert F, Forghani R.
    Neuroimaging Clin N Am. 2020 Nov 30(4):e1-e15. doi: 10.1016/j.nic.2020.08.008.




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  • Machine Learning Applications for Head and Neck Imaging
  • Maleki F, Le WT, Sananmuang T, Kadoury S, Forghani R.
    Neuroimaging Clin N Am. 2020 Nov 30(4):517-529. doi: 10.1016/j.nic.2020.08.003.




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  • Machine Learning Algorithm Validation: From Essentials to Advanced Applications and Implications for Regulatory Certification and Deployment
  • Maleki F, Muthukrishnan N, Ovens K, Reinhold C, Forghani R.
    Neuroimaging Clin N Am. 2020 Nov 30(4):433-445. doi: 10.1016/j.nic.2020.08.004.




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  • Overview of Machine Learning: Part 2: Deep Learning for Medical Image Analysis
  • Le WT, Maleki F, Romero FP, Forghani R, Kadoury S.
    Neuroimaging Clin N Am. 2020 Nov 30(4):417-431. doi: 10.1016/j.nic.2020.06.003. Epub 2020 Sep 18.




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  • Knowledge Based Versus Data Based: A Historical Perspective on a Continuum of Methodologies for Medical Image Analysis
  • Savadjiev P, Reinhold C, Martin D, Forghani R.
    Neuroimaging Clin N Am. 2020 Nov 30(4):401-415. doi: 10.1016/j.nic.2020.06.002. Epub 2020 Sep 17.




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  • Brief History of Artificial Intelligence
  • Muthukrishnan N, Maleki F, Ovens K, Reinhold C, Forghani B, Forghani R.
    Neuroimaging Clin N Am. 2020 Nov 30(4):393-399. doi: 10.1016/j.nic.2020.07.004. Epub 2020 Sep 18.




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  • Potential Added Value of PET/CT Radiomics for Survival Prognostication beyond AJCC 8th Edition Staging in Oropharyngeal Squamous Cell Carcinoma
  • Haider SP, Zeevi T, Baumeister P, Reichel C, Sharaf K, Forghani R, Kann BH, Judson BL, Prasad ML, Burtness B, Mahajan A, Payabvash S.
    Cancers (Basel). 2020 Jul 3 12(7):1778. doi: 10.3390/cancers12071778.




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  • Patient-Centric Head and Neck Cancer Radiation Therapy: Role of Advanced Imaging
  • Shukla M, Forghani R, Agarwal M.
    Neuroimaging Clin N Am. 2020 Aug 30(3):341-357. doi: 10.1016/j.nic.2020.04.005. Epub 2020 Jun 11.




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  • Dual Energy Computed Tomography in Head and Neck Imaging: Pushing the Envelope
  • Sananmuang T, Agarwal M, Maleki F, Muthukrishnan N, Marquez JC, Chankowsky J, Forghani R.
    Neuroimaging Clin N Am. 2020 Aug 30(3):311-323. doi: 10.1016/j.nic.2020.04.003. Epub 2020 Jun 10.




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  • PET/CT radiomics signature of human papilloma virus association in oropharyngeal squamous cell carcinoma
  • Haider SP, Mahajan A, Zeevi T, Baumeister P, Reichel C, Sharaf K, Forghani R, Kucukkaya AS, Kann BH, Judson BL, Prasad ML, Burtness B, Payabvash S.
    Eur J Nucl Med Mol Imaging. 2020 May 12. doi: 10.1007/s00259-020-04839-2. Online ahead of print.




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  • Dual-Energy CT Texture Analysis With Machine Learning for the Evaluation and Characterization of Cervical Lymphadenopathy
  • Seidler M, Forghani B, Reinhold C, Pérez-Lara A, Romero-Sanchez G, Muthukrishnan N, Wichmann JL, Melki G, Yu E, Forghani R.
    Comput Struct Biotechnol J. 2019 Jul 16 17:1009-1015. doi: 10.1016/j.csbj.2019.07.004. ECollection 2019.




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  • Radiomics and Artificial Intelligence for Biomarker and Prediction Model Development in Oncology
  • Forghani R, Savadjiev P, Chatterjee A, Muthukrishnan N, Reinhold C, Forghani B.
    Comput Struct Biotechnol J. 2019 Jul 12 17:995-1008. doi: 10.1016/j.csbj.2019.07.001. ECollection 2019.




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  • Transoral robotic surgery for head and neck malignancies: Imaging features in presurgical workup
  • Kwan BYM, Khan NM, de Almeida JR, Goldstein D, Paleri V, Forghani R, Yu E.
    Head Neck. 2019 Nov 41(11):4018-4025. doi: 10.1002/hed.25887. Epub 2019 Aug 1.




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  • An update on advanced dual-energy CT for head and neck cancer imaging
  • Forghani R.
    Expert Rev Anticancer Ther. 2019 Jul 19(7):633-644. doi: 10.1080/14737140.2019.1626234. Epub 2019 Jun 21.




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  • Differentiation of lymphomatous, metastatic, and non-malignant lymphadenopathy in the neck with quantitative diffusion-weighted imaging: systematic review and meta-analysis
  • Payabvash S, Brackett A, Forghani R, Malhotra A.
    Neuroradiology. 2019 Aug 61(8):897-910. doi: 10.1007/s00234-019-02236-7. Epub 2019 Jun 7.




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  • Styloid Process Osteoradionecrosis: Report of 3 Cases
  • Elakkad A, Romero-Sanchez GT, Forghani R, Ginsberg LE.
    J Comput Assist Tomogr. 2019 May/Jun 43(3):472-474. doi: 10.1097/RCT.0000000000000860.




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  • Head and neck squamous cell carcinoma: prediction of cervical lymph node metastasis by dual-energy CT texture analysis with machine learning
  • Forghani R, Chatterjee A, Reinhold C, Pérez-Lara A, Romero-Sanchez G, Ueno Y, Bayat M, Alexander JWM, Kadi L, Chankowsky J, Seuntjens J, Forghani B.
    Eur Radiol. 2019 Nov 29(11):6172-6181. doi: 10.1007/s00330-019-06159-y. Epub 2019 Apr 12.




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  • Image-based biomarkers for solid tumor quantification
  • Savadjiev P, Chong J, Dohan A, Agnus V, Forghani R, Reinhold C, Gallix B.
    Eur Radiol. 2019 Oct 29(10):5431-5440. doi: 10.1007/s00330-019-06169-w. Epub 2019 Apr 8




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  • Practice variations in salivary gland imaging and utility of virtual unenhanced dual energy CT images for the detection of major salivary gland stones
  • Beland B, Levental M, Srinivasan A, Forghani R.
    Acta Radiol. 2019 Sep 60(9):1144-1152. doi: 10.1177/0284185118817906. Epub 2018 Dec 12.




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  • Spot and Diffuse Signs: Quantitative Markers of Intracranial Hematoma Expansion at Dual-Energy CT
  • Tan CO, Lam S, Kuppens D, Bergmans RHJ, Parameswaran BK, Forghani R, Hu R, Daftari Besheli L, Goldstein JN, Thrall J, Lev M, Romero JM, Gupta R.
    Radiology. 2019 Jan 290(1):179-186. doi: 10.1148/radiol.2018180322. Epub 2018 Oct 30.




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  • Multimodal Molecular Imaging Demonstrates Myeloperoxidase Regulation of Matrix Metalloproteinase Activity in Neuroinflammation
  • Zhang Y, Dong H, Seeburg DP, Wojtkiewicz GR, Waterman P, Pulli B, Forghani R, Ali M, Iwamoto Y, Swirski FK, Chen JW.
    Mol Neurobiol. 2019 Feb 56(2):954-962. doi: 10.1007/s12035-018-1137-2. Epub 2018 May 28.




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  • Practice variations in salivary gland imaging and utility of virtual unenhanced dual energy CT images for the detection of major salivary gland stones
  • Beland B, Levental M, Srinivasan A, Forghani R.
    Acta Radiol. 2019 Sep 60(9):1144-1152. doi: 10.1177/0284185118817906. Epub 2018 Dec 12.




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  • Spot and Diffuse Signs: Quantitative Markers of Intracranial Hematoma Expansion at Dual-Energy CT
  • Tan CO, Lam S, Kuppens D, Bergmans RHJ, Parameswaran BK, Forghani R, Hu R, Daftari Besheli L, Goldstein JN, Thrall J, Lev M, Romero JM, Gupta R.
    Radiology. 2019 Jan 290(1):179-186. doi: 10.1148/radiol.2018180322. Epub 2018 Oct 30.




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  • Multimodal Molecular Imaging Demonstrates Myeloperoxidase Regulation of Matrix Metalloproteinase Activity in Neuroinflammation
  • Zhang Y, Dong H, Seeburg DP, Wojtkiewicz GR, Waterman P, Pulli B, Forghani R, Ali M, Iwamoto Y, Swirski FK, Chen JW.
    Mol Neurobiol. 2019 Feb 56(2):954-962. doi: 10.1007/s12035-018-1137-2. Epub 2018 May 28.




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  • Investigation of thyroid nodules: A practical algorithm and review of guidelines
  • Song JSA, Dmytriw AA, Yu E, Forghani R, Rotstein L, Goldstein D, Poon CS.
    Head Neck. 2018 Aug 40(8):1861-1873. doi: 10.1002/hed.25160. Epub 2018 Apr 1.




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  • Spectral multi-energy CT texture analysis with machine learning for tissue classification: an investigation using classification of benign parotid tumours as a testing paradigm
  • Al Ajmi E, Forghani B, Reinhold C, Bayat M, Forghani R.
    Eur Radiol. 2018 Jun 28(6):2604-2611. doi: 10.1007/s00330-017-5214-0. Epub 2018 Jan 2.




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  • Spectral Computed Tomography: Technique and Applications for Head and Neck Cancer
  • Pérez-Lara A, Forghani R.
    Magn Reson Imaging Clin N Am. 2018 Feb 26(1):1-17. doi: 10.1016/j.mric.2017.08.001.




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  • Comparison of virtual monochromatic series, iodine overlay maps, and single energy CT equivalent images in head and neck cancer conspicuity
  • Kraft M, Ibrahim M, Spector M, Forghani R, Srinivasan A.
    Clin Imaging. 2018 Mar-Apr 48:26-31. doi: 10.1016/j.clinimag.2017.09.015. Epub 2017 Sep 29.




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  • Dual-Energy Computed Tomography in Neuroradiology and Head and Neck Imaging: State-of-the-Art
  • Forghani R, Kelly HR.
    Neuroimaging Clin N Am. 2017 Aug 27(3):xvii-xviii. doi: 10.1016/j.nic.2017.05.001. Epub 2017 Jun 7.




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  • Advanced Tissue Characterization and Texture Analysis Using Dual-Energy Computed Tomography: Horizons and Emerging Applications
  • Forghani R, Srinivasan A, Forghani B.
    Neuroimaging Clin N Am. 2017 Aug 27(3):533-546. doi: 10.1016/j.nic.2017.04.007. Epub 2017 Jun 7.




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  • Routine Dual-Energy Computed Tomography Scanning of the Neck in Clinical Practice: A Single-Institution Experience
  • Pérez-Lara A, Levental M, Rosenbloom L, Wing G, Forghani R.
    Neuroimaging Clin N Am. 2017 Aug 27(3):523-531. doi: 10.1016/j.nic.2017.04.006. Epub 2017 Jun 7.




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  • Dual-Energy Computed Tomography of the Neck: A Pictorial Review of Normal Anatomy, Variants, and Pathologic Entities Using Different Energy Reconstructions and Material Decomposition Maps
  • Pérez-Lara A, Forghani R.
    Neuroimaging Clin N Am. 2017 Aug 27(3):499-522. doi: 10.1016/j.nic.2017.04.005. Epub 2017 Jun 7.




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  • Applications of Dual-Energy Computed Tomography for the Evaluation of Head and Neck Squamous Cell Carcinoma
  • Forghani R, Kelly HR, Curtin HD.
    Neuroimaging Clin N Am. 2017 Aug 27(3):445-459. doi: 10.1016/j.nic.2017.04.001.




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  • Dual-Energy Computed Tomography: Physical Principles, Approaches to Scanning, Usage, and Implementation: Part 2
  • Forghani R, De Man B, Gupta R.
    Neuroimaging Clin N Am. 2017 Aug 27(3):385-400. doi: 10.1016/j.nic.2017.03.003.




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  • Dual-Energy Computed Tomography: Physical Principles, Approaches to Scanning, Usage, and Implementation: Part 1
  • Forghani R, De Man B, Gupta R.
    Neuroimaging Clin N Am. 2017 Aug 27(3):371-384. doi: 10.1016/j.nic.2017.03.002.




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  • Endometrial Carcinoma: MR Imaging-based Texture Model for Preoperative Risk Stratification-A Preliminary Analysis
  • Ueno Y, Forghani B, Forghani R, Dohan A, Zeng XZ, Chamming's F, Arseneau J, Fu L, Gilbert L, Gallix B, Reinhold C.
    Radiology. 2017 Sep 284(3):748-757. doi: 10.1148/radiol.2017161950. Epub 2017 May 10.




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  • Low-Energy Virtual Monochromatic Dual-Energy Computed Tomography Images for the Evaluation of Head and Neck Squamous Cell Carcinoma: A Study of Tumor Visibility Compared With Single-Energy Computed Tomography and User Acceptance
  • Forghani R, Kelly H, Yu E, Belair M, Létourneau-Guillon L, Le H, Proulx F, Ong T, Tan X, Curtin HD, Levental M.
    J Comput Assist Tomogr. 2017 Jul/Aug 41(4):565-571. doi: 10.1097/RCT.0000000000000571.




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  • Dual-Energy CT: Balance Between Iodine Attenuation and Artifact Reduction for the Evaluation of Head and Neck Cancer
  • Nair JR, DeBlois F, Ong T, Devic S, Tomic N, Bekerat H, Rosenbloom L, Sultanem K, Forghani R.
    J Comput Assist Tomogr. 2017 Nov/Dec 41(6):931-936. doi: 10.1097/RCT.0000000000000617.




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