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Li C, Rounds CC, Torres VC, He Y, Xu X, Papavasiliou G, Samkoe KS, Brankov JG, Tichauer KM. Quantifying Imaging Agent Binding and Dissociation in 3-D Cancer Spheroid Tissue Culture Using Paired-Agent Principles. Ann Biomed Eng 2024; 52:1625-1637. [PMID: 38409434 PMCID: PMC10174639 DOI: 10.1007/s10439-024-03476-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2023] [Accepted: 02/10/2024] [Indexed: 02/28/2024]
Abstract
Binding kinetics play an important role in cancer diagnosis and therapeutics. However, current methods of quantifying binding kinetics fail to consider the three-dimensional environment that drugs and imaging agents experience in biological tissue. In response, a methodology to assay agent binding and dissociation in 3-D tissue culture was developed using paired-agent molecular imaging principles. To test the methodology, the uptakes of ABY-029 (an IRDye 800CW-labeled epidermal growth factor receptor (EGFR)-targeted antibody mimetic) and IRDye-700DX carboxylate in 3-D spheroids were measured in four different human cancer cell lines throughout staining and rinsing. A compartment model (optimized for the application) was then fit to the kinetic curves of both imaging agents to estimate binding and dissociation rate constants of the EGFR-targeted ABY-029 agent. A statistically significant correlation was observed between apparent association rate constant (k3) and the receptor concentration experimentally and in simulations (r = 0.99, p < 0.05). A statistically significant difference was found between effective k3 (apparent rate constant of ABY-029 binding to EGFR) values for cell lines with varying levels of EGFR expression (p < 0.05), with no significant difference found between cell lines and controls for other fit parameters. Additionally, a similar binding affinity profile compared to a gold standard method was determined by this model. This low-cost methodology to quantify imaging agent or drug binding affinity in clinically relevant 3-D tumor spheroid models can be used to guide timing of imaging in molecular guided surgery and could have implications in drug development.
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Affiliation(s)
- Chengyue Li
- Biomedical Engineering, Illinois Institute of Technology, Chicago, IL, 60616, USA
| | - Cody C Rounds
- Biomedical Engineering, Illinois Institute of Technology, Chicago, IL, 60616, USA
| | - Veronica C Torres
- Biomedical Engineering, Illinois Institute of Technology, Chicago, IL, 60616, USA
| | - Yusheng He
- Biomedical Engineering, Illinois Institute of Technology, Chicago, IL, 60616, USA
| | - Xiaochun Xu
- Thayer School of Engineering, Dartmouth College, Hanover, NH, 03755, USA
| | - Georgia Papavasiliou
- Biomedical Engineering, Illinois Institute of Technology, Chicago, IL, 60616, USA
| | - Kimberley S Samkoe
- Thayer School of Engineering, Dartmouth College, Hanover, NH, 03755, USA
| | - Jovan G Brankov
- Electrical and Computer Engineering, Illinois Institute of Technology, Chicago, IL, 60616, USA
| | - Kenneth M Tichauer
- Biomedical Engineering, Illinois Institute of Technology, Chicago, IL, 60616, USA.
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de Wit JG, Vonk J, Voskuil FJ, de Visscher SAHJ, Schepman KP, Hooghiemstra WTR, Linssen MD, Elias SG, Halmos GB, Plaat BEC, Doff JJ, Rosenthal EL, Robinson D, van der Vegt B, Nagengast WB, van Dam GM, Witjes MJH. EGFR-targeted fluorescence molecular imaging for intraoperative margin assessment in oral cancer patients: a phase II trial. Nat Commun 2023; 14:4952. [PMID: 37587149 PMCID: PMC10432510 DOI: 10.1038/s41467-023-40324-8] [Citation(s) in RCA: 20] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2022] [Accepted: 07/21/2023] [Indexed: 08/18/2023] Open
Abstract
Inadequate surgical margins occur frequently in oral squamous cell carcinoma surgery. Fluorescence molecular imaging (FMI) has been explored for intraoperative margin assessment, but data are limited to phase-I studies. In this single-arm phase-II study (NCT03134846), our primary endpoints were to determine the sensitivity, specificity and positive predictive value of cetuximab-800CW for tumor-positive margins detection. Secondary endpoints were safety, close margin detection rate and intrinsic cetuximab-800CW fluorescence. In 65 patients with 66 tumors, cetuximab-800CW was well-tolerated. Fluorescent spots identified in the surgical margin with signal-to-background ratios (SBR) of ≥2 identify tumor-positive margins with 100% sensitivity, 85.9% specificity, 58.3% positive predictive value, and 100% negative predictive value. An SBR of ≥1.5 identifies close margins with 70.3% sensitivity, 76.1% specificity, 60.5% positive predictive value, and 83.1% negative predictive value. Performing frozen section analysis aimed at the fluorescent spots with an SBR of ≥1.5 enables safe, intraoperative adjustment of surgical margins.
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Affiliation(s)
- Jaron G de Wit
- Department of Oral & Maxillofacial Surgery, University of Groningen, University Medical Centre Groningen, Groningen, the Netherlands
| | - Jasper Vonk
- Department of Oral & Maxillofacial Surgery, University of Groningen, University Medical Centre Groningen, Groningen, the Netherlands
| | - Floris J Voskuil
- Department of Oral & Maxillofacial Surgery, University of Groningen, University Medical Centre Groningen, Groningen, the Netherlands
- Department of Pathology & Medical Biology, University of Groningen, University Medical Centre Groningen, Groningen, the Netherlands
| | - Sebastiaan A H J de Visscher
- Department of Oral & Maxillofacial Surgery, University of Groningen, University Medical Centre Groningen, Groningen, the Netherlands
| | - Kees-Pieter Schepman
- Department of Oral & Maxillofacial Surgery, University of Groningen, University Medical Centre Groningen, Groningen, the Netherlands
| | - Wouter T R Hooghiemstra
- Department of Clinical Pharmacy and Pharmacology, University of Groningen, University Medical Centre Groningen, Groningen, the Netherlands
- Department of Gastroenterology and Hepatology, University of Groningen, University Medical Centre Groningen, Groningen, the Netherlands
| | - Matthijs D Linssen
- Department of Clinical Pharmacy and Pharmacology, University of Groningen, University Medical Centre Groningen, Groningen, the Netherlands
- Department of Gastroenterology and Hepatology, University of Groningen, University Medical Centre Groningen, Groningen, the Netherlands
| | - Sjoerd G Elias
- Department of Epidemiology, Julius Centre for Health Sciences and Primary Care, University Medical Centre Utrecht, Utrecht University, Utrecht, the Netherlands
| | - Gyorgy B Halmos
- Department of Otorhinolaryngology, Head and Neck Surgery, University of Groningen, University Medical Centre Groningen, Groningen, the Netherlands
| | - Boudewijn E C Plaat
- Department of Otorhinolaryngology, Head and Neck Surgery, University of Groningen, University Medical Centre Groningen, Groningen, the Netherlands
| | - Jan J Doff
- Department of Pathology & Medical Biology, University of Groningen, University Medical Centre Groningen, Groningen, the Netherlands
| | - Eben L Rosenthal
- Department of Otolaryngology, Vanderbilt University Medical Centre, Nashville, Tennessee, United States of America
| | - Dominic Robinson
- Center for Optical Diagnostics and Therapy, Department of Otorhinolaryngology and Head and Neck Surgery, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | - Bert van der Vegt
- Department of Pathology & Medical Biology, University of Groningen, University Medical Centre Groningen, Groningen, the Netherlands
| | - Wouter B Nagengast
- Department of Gastroenterology and Hepatology, University of Groningen, University Medical Centre Groningen, Groningen, the Netherlands
| | - Gooitzen M van Dam
- Department of Nuclear Medicine and Molecular Imaging, University of Groningen, University Medical Centre Groningen, Groningen, the Netherlands
- TRACER Europe B.V. / AxelaRx, Groningen, the Netherlands
| | - Max J H Witjes
- Department of Oral & Maxillofacial Surgery, University of Groningen, University Medical Centre Groningen, Groningen, the Netherlands.
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Li C, Torres VC, He Y, Xu X, Papavasiliou G, Samkoe KS, Brankov JG, Tichauer KM. Quantifying imaging agent binding and dissociation in 3D cancer spheroid tissue culture using paired-agent principles. PROCEEDINGS OF SPIE--THE INTERNATIONAL SOCIETY FOR OPTICAL ENGINEERING 2023; 12360:123600L. [PMID: 37180093 PMCID: PMC10174639] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Subscribe] [Scholar Register] [Indexed: 12/17/2023]
Abstract
Binding kinetics play an important role in cancer diagnosis and therapeutics. However, current methods of quantifying binding kinetics fail to consider the three-dimensional environment that drugs and imaging agents experience in biological tissue. In response, a methodology to assay agent binding and dissociation in 3D tissue culture was developed using paired-agent molecular imaging principles. To test the methodology, the uptakes of ABY-029 (an IRDye 800CW-labeled epidermal growth factor receptor (EGFR)-targeted antibody-mimetic) and IRDye 700DX-carboxylate in 3D spheroids were measured in four different human cancer cell lines throughout staining and rinsing. A compartment model (optimized for the application) was then fit to the kinetic curves of both imaging agents to estimate binding and dissociation rate constants of the EGFR targeted ABY-029 agent. A linear correlation was observed between apparent association rate constant (k 3 ) and the receptor concentration experimentally and in simulations (r = 0.99 , p < 0.05 ). Additionally, a similar binding affinity profile compared to a gold standard method was determined by this model. This low-cost methodology to quantify imaging agent or drug binding affinity in clinically relevant 3D tumor spheroid models, can be used to guide timing of imaging in molecular guided surgery and could have implications in drug development.
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Affiliation(s)
- Chengyue Li
- Biomedical Engineering, Illinois Institute of Technology, Chicago, IL, 60616
| | - Veronica C. Torres
- Biomedical Engineering, Illinois Institute of Technology, Chicago, IL, 60616
| | - Yusheng He
- Biomedical Engineering, Illinois Institute of Technology, Chicago, IL, 60616
| | - Xiaochun Xu
- Department of Surgery, Dartmouth-Hitchcock Medical Center, Lebanon, NH, 03756
| | | | - Kimberley S. Samkoe
- Department of Surgery, Dartmouth-Hitchcock Medical Center, Lebanon, NH, 03756
| | - Jovan G. Brankov
- Electrical and Computer Engineering, Illinois Institute of Technology, Chicago, IL, 60616
| | - Kenneth M. Tichauer
- Biomedical Engineering, Illinois Institute of Technology, Chicago, IL, 60616
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Torres VC, Li C, Brankov JG, Tichauer KM. Model-based system matrix for iterative reconstruction in sub-diffuse angular-domain fluorescence optical projection tomography. BIOMEDICAL OPTICS EXPRESS 2021; 12:1248-1262. [PMID: 33796351 PMCID: PMC7984804 DOI: 10.1364/boe.414404] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/06/2020] [Revised: 01/29/2021] [Accepted: 01/29/2021] [Indexed: 06/12/2023]
Abstract
This work concerns a fluorescence optical projection tomography system for low scattering tissue, like lymph nodes, with angular-domain rejection of highly scattered photons. In this regime, filtered backprojection (FBP) image reconstruction has been shown to provide reasonable quality images, yet here a comparison of image quality between images obtained by FBP and iterative image reconstruction with a Monte Carlo generated system matrix, demonstrate measurable improvements with the iterative method. Through simulated and experimental phantoms, iterative algorithms consistently outperformed FBP in terms of contrast and spatial resolution. Moreover, when projection number was reduced, in order to reduce total imaging time, iterative reconstruction suppressed artifacts that hampered the performance of FBP reconstruction (structural similarity of the reconstructed images with "truth" was improved from 0.15 ± 1.2 × 10-3 to 0.66 ± 0.02); and although the system matrix was generated for homogenous optical properties, when heterogeneity (62.98 cm-1 variance in µs ) was introduced to simulated phantoms, the results were still comparable (structural similarity homo: 0.67 ± 0.02 vs hetero: 0.66 ± 0.02).
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Affiliation(s)
- Veronica C. Torres
- Biomedical Engineering, Illinois Institute of Technology, 3255 S Dearborn Street, Chicago, IL 60616, USA
| | - Chengyue Li
- Biomedical Engineering, Illinois Institute of Technology, 3255 S Dearborn Street, Chicago, IL 60616, USA
| | - Jovan G. Brankov
- Electrical and Computer Engineering, Illinois Institute of Technology, 3901 S Dearborn Street, Chicago, IL 60616, USA
| | - Kenneth M. Tichauer
- Biomedical Engineering, Illinois Institute of Technology, 3255 S Dearborn Street, Chicago, IL 60616, USA
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Li C, Torres VC, He Y, Xu X, Basheer Y, Papavasiliou G, Samkoe KS, Brankov JG, Tichauer KM. Intraoperative Detection of Micrometastases in Whole Excised Lymph Nodes Using Fluorescent Paired-Agent Imaging Principles: Identification of a Suitable Staining and Rinsing Protocol. Mol Imaging Biol 2021; 23:537-549. [PMID: 33591478 DOI: 10.1007/s11307-021-01587-z] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2020] [Revised: 01/18/2021] [Accepted: 02/02/2021] [Indexed: 02/05/2023]
Abstract
PURPOSE Correctly identifying nodal status is recognized as a critical prognostic factor in many cancer types and is essential to guide adjuvant treatment. Currently, surgical removal of lymph nodes followed by pathological examination is commonly performed as a standard-of-care to detect node metastases. However, conventional pathology protocols are time-consuming, yet less than 1 % of lymph node volumes are examined, resulting in a 30-60 % rate of missed micrometastases (0.2-2 mm in size). PROCEDURES This study presents a method to fluorescently stain excised lymph nodes using paired-agent molecular imaging principles, which entail co-administration of a molecular-targeted imaging agent with a suitable control (untargeted) agent, whereby any nonspecific retention of the targeted agent is accounted for by the signal from the control agent. Specifically, it was demonstrated that by dual-needle continuous infusion of either an antibody-based imaging agent pair (epidermal growth factor receptor (EGFR) targeted agent: IRDye-800CW labeled Cetuximab; control agent: IRDye-700DX-IgG) or an Affibody-based pair (EGFR targeted Affibody® agent: ABY-029; control agent IRDYe-700DX carboxylate) at 0.3 ml/min. RESULTS The results demonstrated the possibility to achieve >99 % sensitivity and > 95 % specificity for detection of a single micrometastasis (~0.2 mm diameter) in a whole lymph node within 22 min of tissue processing time. CONCLUSION The detection capabilities offer substantial improvements over existing intraoperative lymph node biopsy methods (e.g., frozen pathology has a micrometastasis sensitivity <20 %).
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Affiliation(s)
- Chengyue Li
- Biomedical Engineering, Illinois Institute of Technology, Chicago, IL, 60616, USA
| | - Veronica C Torres
- Biomedical Engineering, Illinois Institute of Technology, Chicago, IL, 60616, USA
| | - Yusheng He
- Biomedical Engineering, Illinois Institute of Technology, Chicago, IL, 60616, USA
| | - Xiaochun Xu
- Thayer School of Engineering, Dartmouth College, Hanover, NH, 03755, USA
| | - Yusairah Basheer
- Biomedical Engineering, Illinois Institute of Technology, Chicago, IL, 60616, USA
| | - Georgia Papavasiliou
- Biomedical Engineering, Illinois Institute of Technology, Chicago, IL, 60616, USA
| | - Kimberley S Samkoe
- Thayer School of Engineering, Dartmouth College, Hanover, NH, 03755, USA
| | - Jovan G Brankov
- Electrical and Computer Engineering, Illinois Institute of Technology, Chicago, IL, 60616, USA
| | - Kenneth M Tichauer
- Biomedical Engineering, Illinois Institute of Technology, Chicago, IL, 60616, USA.
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Torres VC, Li C, Zhou W, Brankov JG, Tichauer KM. Characterization of an angular domain fluorescence optical projection tomography system for mesoscopic lymph node imaging. APPLIED OPTICS 2021; 60:135-146. [PMID: 33362081 DOI: 10.1364/ao.411577] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/06/2020] [Accepted: 11/23/2020] [Indexed: 06/12/2023]
Abstract
Transmittance and fluorescence optical projection tomography can offer high-resolution and high-contrast visualization of whole biological specimens; however, applications are limited to samples exhibiting minimal light scattering. Our previous work demonstrated that angular-domain techniques permitted imaging of ∼1cm diameter noncleared lymph nodes because of their low scattering nature. Here, an angle-restricted transmittance/fluorescence system is presented and characterized in terms of geometric and fluorescence concentration reconstruction accuracy as well as spatial resolution, depth of focus, and fluorescence limits of detection. Using lymph node mimicking phantoms, results demonstrated promising detection and localization capabilities relevant for clinical lymph node applications.
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