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Scorzo AV, Byrd BK, Kwon CY, Strawbridge RR, Samkoe KS, Hoopes PJ, Paulsen KD, Roberts DW, Davis SC. Whole-body fluorescence cryotomography identifies a fast-acting, high-contrast, durable contrast agent for fluorescence-guided surgery. Theranostics 2024; 14:6426-6445. [PMID: 39479457 PMCID: PMC11519800 DOI: 10.7150/thno.100802] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2024] [Accepted: 10/01/2024] [Indexed: 11/02/2024] Open
Abstract
Imaging of tumor-specific fluorescent contrast agents to guide tumor removal has been shown to improve outcomes and is now standard practice for some neurosurgical procedures. However, many agents require administration hours before surgery, a practical challenge, and may exhibit inconsistent concordance with contrast-enhanced MRI (CE-MRI), the current standard for diagnosing and guiding glioma removal. A fluorescent agent that accurately marks tumor shortly after administration and is otherwise similar to CE-MRI would help overcome these shortcomings. Methods: We used whole-body 3-D fluorescence cryo-imaging and co-registered CE-MRI volumes to evaluate several fluorescent contrast agent candidates for diagnostic performance and concordance with CE-MRI. Mice with brain tumors were administered a cocktail of fluorescent agent candidates and a MRI contrast agent, and then imaged with MRI and fluorescence cryo-imaging at several timepoints after administration. The high-resolution 3-D cryo-imaging volumes of the fluorescent agents were used to determine diagnostic performance metrics and correlation with CE-MRI. Results: While all agents showed positive metrics, one agent, tetramethylrhodamine conjugated to a small polyethylene glycol chain (TMR-PEG1k), outperformed the others, exhibiting minimal normal brain signal, high tumor-to-background-ratio, diagnostic accuracy, and cross-correlation to CE-MRI at all post-administration timepoints (10-90 min) and tumor lines examined. Conclusion: These favorable properties establish TMR-PEG1k as a promising candidate for surgical guidance.
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Affiliation(s)
- Augustino V. Scorzo
- Thayer School of Engineering, Dartmouth College, Hanover, New Hampshire, USA
| | - Brook K. Byrd
- Thayer School of Engineering, Dartmouth College, Hanover, New Hampshire, USA
| | - Caleb Y. Kwon
- Thayer School of Engineering, Dartmouth College, Hanover, New Hampshire, USA
| | | | - Kimberley S. Samkoe
- Thayer School of Engineering, Dartmouth College, Hanover, New Hampshire, USA
- Department of Surgery, Geisel School of Medicine, Dartmouth College, Hanover, New Hampshire, USA
| | - P. Jack Hoopes
- Thayer School of Engineering, Dartmouth College, Hanover, New Hampshire, USA
- Department of Surgery, Geisel School of Medicine, Dartmouth College, Hanover, New Hampshire, USA
- Dartmouth Cancer Center, Dartmouth-Hitchcock Medical Center, Lebanon, New Hampshire, USA
| | - Keith D. Paulsen
- Thayer School of Engineering, Dartmouth College, Hanover, New Hampshire, USA
- Department of Surgery, Geisel School of Medicine, Dartmouth College, Hanover, New Hampshire, USA
- Dartmouth Cancer Center, Dartmouth-Hitchcock Medical Center, Lebanon, New Hampshire, USA
| | - David W. Roberts
- Thayer School of Engineering, Dartmouth College, Hanover, New Hampshire, USA
- Department of Surgery, Geisel School of Medicine, Dartmouth College, Hanover, New Hampshire, USA
- Dartmouth Cancer Center, Dartmouth-Hitchcock Medical Center, Lebanon, New Hampshire, USA
| | - Scott C. Davis
- Thayer School of Engineering, Dartmouth College, Hanover, New Hampshire, USA
- Dartmouth Cancer Center, Dartmouth-Hitchcock Medical Center, Lebanon, New Hampshire, USA
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McMahon NP, Solanki A, Wang LG, Montaño AR, Jones JA, Samkoe KS, Tichauer KM, Gibbs SL. In situ single-cell therapeutic response imaging facilitated by the TRIPODD fluorescence imaging platform. Theranostics 2024; 14:2816-2834. [PMID: 38773974 PMCID: PMC11103495 DOI: 10.7150/thno.93256] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2023] [Accepted: 03/21/2024] [Indexed: 05/24/2024] Open
Abstract
Purpose: Small molecule drugs such as tyrosine kinase inhibitors (TKIs) targeting tumoral molecular dependencies have become standard of care for numerous cancer types. Notably, epidermal growth factor receptor (EGFR) TKIs (e.g., erlotinib, afatinib, osimertinib) are the current first-line treatment for non-small cell lung cancer (NSCLC) due to their improved therapeutic outcomes for EGFR mutated and overexpressing disease over traditional platinum-based chemotherapy. However, many NSCLC tumors develop resistance to EGFR TKI therapy causing disease progression. Currently, the relationship between in situ drug target availability (DTA), local protein expression and therapeutic response cannot be accurately assessed using existing analytical tools despite being crucial to understanding the mechanism of therapeutic efficacy. Procedure: We have previously reported development of our fluorescence imaging platform termed TRIPODD (Therapeutic Response Imaging through Proteomic and Optical Drug Distribution) that is capable of simultaneous quantification of single-cell DTA and protein expression with preserved spatial context within a tumor. TRIPODD combines two complementary fluorescence imaging techniques: intracellular paired agent imaging (iPAI) to measure DTA and cyclic immunofluorescence (cyCIF), which utilizes oligonucleotide conjugated antibodies (Ab-oligos) for spatial proteomic expression profiling on tissue samples. Herein, TRIPODD was modified and optimized to provide a downstream analysis of therapeutic response through single-cell DTA and proteomic response imaging. Results: We successfully performed sequential imaging of iPAI and cyCIF resulting in high dimensional imaging and biomarker assessment to quantify single-cell DTA and local protein expression on erlotinib treated NSCLC models. Pharmacodynamic and pharmacokinetic studies of the erlotinib iPAI probes revealed that administration of 2.5 mg/kg each of the targeted and untargeted probe 4 h prior to tumor collection enabled calculation of DTA values with high Pearson correlation to EGFR, the erlotinib molecular target, expression in the tumors. Analysis of single-cell biomarker expression revealed that a single erlotinib dose was insufficient to enact a measurable decrease in the EGFR signaling cascade protein expression, where only the DTA metric detected the presence of bound erlotinib. Conclusion: We demonstrated the capability of TRIPODD to evaluate therapeutic response imaging to erlotinib treatment as it relates to signaling inhibition, DTA, proliferation, and apoptosis with preserved spatial context.
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Affiliation(s)
- Nathan P. McMahon
- Biomedical Engineering Department, Oregon Health & Science University, Portland, OR 97201, USA
| | - Allison Solanki
- Biomedical Engineering Department, Oregon Health & Science University, Portland, OR 97201, USA
| | - Lei G. Wang
- Biomedical Engineering Department, Oregon Health & Science University, Portland, OR 97201, USA
- Knight Cancer Institute, Oregon Health & Science University, Portland, OR 97201, USA
| | - Antonio R. Montaño
- Biomedical Engineering Department, Oregon Health & Science University, Portland, OR 97201, USA
| | - Jocelyn A. Jones
- Biomedical Engineering Department, Oregon Health & Science University, Portland, OR 97201, USA
| | - Kimberley S. Samkoe
- Thayer School of Engineering, Dartmouth College, Hanover, NH 03755, USA
- Geisel School of Medicine, Dartmouth College, Hanover, NH 03755, USA
| | - Kenneth M. Tichauer
- Department of Biomedical Engineering, Illinois Institute of Technology, Chicago, IL 60616, USA
| | - Summer L. Gibbs
- Biomedical Engineering Department, Oregon Health & Science University, Portland, OR 97201, USA
- Knight Cancer Institute, Oregon Health & Science University, Portland, OR 97201, USA
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3
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Byrd BK, Wells WA, Strawbridge RR, Barth CW, Samkoe KS, Gibbs SL, Davis SC. Evaluating Receptor-Specific Fresh Specimen Staining for Tumor Margin Detection in Clinical Breast Specimens. Mol Imaging Biol 2023; 25:911-922. [PMID: 37351769 PMCID: PMC10598096 DOI: 10.1007/s11307-022-01771-9] [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: 07/01/2022] [Revised: 08/22/2022] [Accepted: 09/06/2022] [Indexed: 06/24/2023]
Abstract
PURPOSE Reliable and rapid identification of tumor in the margins of breast specimens during breast-conserving surgery to reduce repeat surgery rates is an active area of investigation. Dual-stain difference imaging (DDSI) is one of many approaches under evaluation for this application. This technique aims to topically apply fluorescent stain pairs (one targeted to a receptor-of-interest and the other a spectrally distinct isotype), image both stains, and compute a normalized difference image between the two channels. Prior evaluation and optimization in a variety of preclinical models produced encouraging diagnostic performance. Herein, we report on a pilot clinical study which evaluated HER2-targeted DDSI on 11 human breast specimens. PROCEDURES Gross sections from 11 freshly excised mastectomy specimens were processed using a HER2-receptor-targeted DDSI protocol shortly after resection. After staining with the dual-probe protocol, specimens were imaged on a fluorescence scanner, followed by tissue fixation for hematoxylin and eosin and anti-HER2 immunohistochemical staining. Receiver operator characteristic curves and area under the curve (AUC) analysis were used to assess diagnostic performance of the resulting images. Performance values were also compared to expression level determined from IHC staining. RESULTS Eight of the 11 specimens presented with distinguishable invasive ductal carcinoma and/or were not affected by an imaging artifact. In these specimens, the DDSI technique provided an AUC = 0.90 ± 0.07 for tumor-to-adipose tissue and 0.81 ± 0.15 for tumor-to-glandular tissue, which was significantly higher than AUC values recovered from images of the targeted probe alone. DDSI values and diagnostic performance did not correlate with HER2 expression level, and tumors with low HER2 expression often produced high AUC, suggesting that even the low expression levels were enough to help distinguish tumor. CONCLUSIONS The results from this preliminary study of rapid receptor-specific staining in human specimens were consistent with prior preclinical results and demonstrated promising diagnostic potential.
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Affiliation(s)
- Brook K Byrd
- Thayer School of Engineering, Dartmouth College, Hanover, NH, 03755, USA
| | - Wendy A Wells
- Department of Pathology and Laboratory Medicine, Dartmouth Hitchcock Medical Center, Lebanon, NH, 03766, USA
| | | | - Connor W Barth
- Biomedical Engineering Department, Oregon Health & Science University, Portland, OR, 97201, USA
| | - Kimberley S Samkoe
- Thayer School of Engineering, Dartmouth College, Hanover, NH, 03755, USA
| | - Summer L Gibbs
- Biomedical Engineering Department, Oregon Health & Science University, Portland, OR, 97201, USA
| | - Scott C Davis
- Thayer School of Engineering, Dartmouth College, Hanover, NH, 03755, USA.
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4
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Kwon MJ, House BJ, Barth CW, Solanki A, Jones JA, Davis SC, Gibbs SL. Dual probe difference specimen imaging for prostate cancer margin assessment. JOURNAL OF BIOMEDICAL OPTICS 2023; 28:082806. [PMID: 37082104 PMCID: PMC10111791 DOI: 10.1117/1.jbo.28.8.082806] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/15/2022] [Accepted: 03/31/2023] [Indexed: 05/03/2023]
Abstract
Significance Positive margin status due to incomplete removal of tumor tissue during radical prostatectomy for high-risk localized prostate cancer requires reoperation or adjuvant therapy, which increases morbidity and mortality. Adverse effects of prostate cancer treatments commonly include erectile dysfunction, urinary incontinence, and bowel dysfunction, making successful initial curative prostatectomy imperative. Aim Current intraoperative tumor margin assessment is largely limited to frozen section analysis, which is a lengthy, labor-intensive process that is obtrusive to the clinical workflow within the operating room (OR). Therefore, a rapid method for prostate cancer margin assessment in the OR could improve outcomes for patients. Approach Dual probe difference specimen imaging (DDSI), which uses paired antibody-based probes that are labeled with spectrally distinct fluorophores, was shown herein for prostate cancer margin assessment. The paired antibody-based probes consisted of a targeted probe to prostate-specific membrane antigen (PSMA) and an untargeted probe, which were used as a cocktail to stain resected murine tissue specimens including prostate tumor, adipose, muscle, and normal prostate. Ratiometric images (i.e., DDSI) of the difference between targeted and untargeted probe uptake were calculated and evaluated for accuracy using receiver operator characteristic curve analysis with area under the curve values used to evaluate the utility of the DDSI method to detect PSMA positive prostate cancer. Results Targeted and untargeted probe uptake was similar between the high and low PSMA expressing tumor due to nonspecific probe uptake after topical administration. The ratiometric DDSI approach showed substantial contrast difference between the PSMA positive tumors and their respective normal tissues (prostate, adipose, muscle). Furthermore, DDSI showed substantial contrast difference between the high PSMA expressing tumors and the minimally PSMA expressing tumors due to the ratiometric correction for the nonspecific uptake patterns in resected tissues. Conclusions Previous work has shown that ratiometic imaging has strong predictive value for breast cancer margin status using topical administration. Translation of the ratiometric DDSI methodology herein from breast to prostate cancers demonstrates it as a robust, ratiometric technique that provides a molecularly specific imaging modality for intraoperative margin detection. Using the validated DDSI protocol on resected prostate cancers permitted rapid and accurate assessment of PSMA status as a surrogate for prostate cancer margin status. Future studies will further evaluate the utility of this technology to quantitatively characterize prostate margin status using PSMA as a biomarker.
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Affiliation(s)
- Marcus J. Kwon
- Oregon Health & Science University, Biomedical Engineering Department, Portland, Oregon, United States
| | - Broderick J. House
- Oregon Health & Science University, Biomedical Engineering Department, Portland, Oregon, United States
| | - Connor W. Barth
- Oregon Health & Science University, Biomedical Engineering Department, Portland, Oregon, United States
| | - Allison Solanki
- Oregon Health & Science University, Biomedical Engineering Department, Portland, Oregon, United States
| | - Jocelyn A. Jones
- Oregon Health & Science University, Biomedical Engineering Department, Portland, Oregon, United States
| | - Scott C. Davis
- Thayer School of Engineering at Dartmouth College, Hanover, New Hampshire, United States
| | - Summer L. Gibbs
- Oregon Health & Science University, Biomedical Engineering Department, Portland, Oregon, United States
- Knight Cancer Institute, Oregon Health & Science University, Portland, Oregon, United States
- Address all correspondence to Summer L. Gibbs,
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5
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Wang LG, Montaño AR, Combs JR, McMahon NP, Solanki A, Gomes MM, Tao K, Bisson WH, Szafran DA, Samkoe KS, Tichauer KM, Gibbs SL. OregonFluor enables quantitative intracellular paired agent imaging to assess drug target availability in live cells and tissues. Nat Chem 2023; 15:729-739. [PMID: 36997700 DOI: 10.1038/s41557-023-01173-6] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2021] [Accepted: 02/27/2023] [Indexed: 04/30/2023]
Abstract
Non-destructive fluorophore diffusion across cell membranes to provide an unbiased fluorescence intensity readout is critical for quantitative imaging applications in live cells and tissues. Commercially available small-molecule fluorophores have been engineered for biological compatibility, imparting high water solubility by modifying rhodamine and cyanine dye scaffolds with multiple sulfonate groups. The resulting net negative charge, however, often renders these fluorophores cell-membrane-impermeant. Here we report the design and development of our biologically compatible, water-soluble and cell-membrane-permeable fluorophores, termed OregonFluor (ORFluor). By adapting previously established ratiometric imaging methodology using bio-affinity agents, it is now possible to use small-molecule ORFluor-labelled therapeutic inhibitors to quantitatively visualize their intracellular distribution and protein target-specific binding, providing a chemical toolkit for quantifying drug target availability in live cells and tissues.
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Affiliation(s)
- Lei G Wang
- Biomedical Engineering Department, Oregon Health & Science University, Portland, OR, USA
| | - Antonio R Montaño
- Biomedical Engineering Department, Oregon Health & Science University, Portland, OR, USA
| | - Jason R Combs
- Biomedical Engineering Department, Oregon Health & Science University, Portland, OR, USA
| | - Nathan P McMahon
- Biomedical Engineering Department, Oregon Health & Science University, Portland, OR, USA
| | - Allison Solanki
- Biomedical Engineering Department, Oregon Health & Science University, Portland, OR, USA
| | - Michelle M Gomes
- Cancer Early Detection Advanced Research Center (CEDAR), Oregon Health & Science University, Portland, OR, USA
- Knight Cancer Institute, Oregon Health & Science University, Portland, OR, USA
| | - Kai Tao
- Cancer Early Detection Advanced Research Center (CEDAR), Oregon Health & Science University, Portland, OR, USA
- Knight Cancer Institute, Oregon Health & Science University, Portland, OR, USA
| | - William H Bisson
- Knight Cancer Institute, Oregon Health & Science University, Portland, OR, USA
| | - Dani A Szafran
- Biomedical Engineering Department, Oregon Health & Science University, Portland, OR, USA
| | - Kimberley S Samkoe
- Thayer School of Engineering, Dartmouth College, Hanover, NH, USA
- Department of Surgery, Dartmouth Health, Lebanon, NH, USA
| | - Kenneth M Tichauer
- Department of Biomedical Engineering, Illinois Institute of Technology, Chicago, IL, USA
| | - Summer L Gibbs
- Biomedical Engineering Department, Oregon Health & Science University, Portland, OR, USA.
- Knight Cancer Institute, Oregon Health & Science University, Portland, OR, USA.
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6
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McMahon NP, Jones JA, Anderson AN, Dietz MS, Wong MH, Gibbs SL. Flexible Cyclic Immunofluorescence (cyCIF) Using Oligonucleotide Barcoded Antibodies. Cancers (Basel) 2023; 15:827. [PMID: 36765785 PMCID: PMC9913741 DOI: 10.3390/cancers15030827] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2022] [Revised: 01/20/2023] [Accepted: 01/25/2023] [Indexed: 02/03/2023] Open
Abstract
Advances in our understanding of the complex, multifaceted interactions between tumor epithelia, immune infiltrate, and tumor microenvironmental cells have been driven by highly multiplexed imaging technologies. These techniques are capable of labeling many more biomarkers than conventional immunostaining methods. However, multiplexed imaging techniques suffer from low detection sensitivity, cell loss-particularly in fragile samples-, and challenges with antibody labeling. Herein, we developed and optimized an oligonucleotide antibody barcoding strategy for cyclic immunofluorescence (cyCIF) that can be amplified to increase the detection efficiency of low-abundance antigens. Stained fluorescence signals can be readily removed using ultraviolet light treatment, preserving tissue and fragile cell sample integrity. We also extended the oligonucleotide barcoding strategy to secondary antibodies to enable the inclusion of difficult-to-label primary antibodies in a cyCIF panel. Using both the amplification oligonucleotides to label DNA barcoded antibodies and in situ hybridization of multiple fluorescently labeled oligonucleotides resulted in signal amplification and increased signal-to-background ratios. This procedure was optimized through the examination of staining parameters including staining oligonucleotide concentration, staining temperature, and oligonucleotide sequence design, resulting in a robust amplification technique. As a proof-of-concept, we demonstrate the flexibility of our cyCIF strategy by simultaneously imaging with the original oligonucleotide conjugated antibody (Ab-oligo) cyCIF strategy, the novel Ab-oligo cyCIF amplification strategy, as well as direct and indirect immunofluorescence to generate highly multiplexed images.
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Affiliation(s)
- Nathan P. McMahon
- Biomedical Engineering Department, Oregon Health & Science University, Portland, OR 97201, USA
| | - Jocelyn A. Jones
- Biomedical Engineering Department, Oregon Health & Science University, Portland, OR 97201, USA
| | - Ashley N. Anderson
- Department of Cell, Development & Cancer Biology Department, Oregon Health & Science University, Portland, OR 97201, USA
| | - Matthew S. Dietz
- Department of Cell, Development & Cancer Biology Department, Oregon Health & Science University, Portland, OR 97201, USA
| | - Melissa H. Wong
- Department of Cell, Development & Cancer Biology Department, Oregon Health & Science University, Portland, OR 97201, USA
- Knight Cancer Institute, Oregon Health & Science University, Portland, OR 97201, USA
| | - Summer L. Gibbs
- Biomedical Engineering Department, Oregon Health & Science University, Portland, OR 97201, USA
- Knight Cancer Institute, Oregon Health & Science University, Portland, OR 97201, USA
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Byrd BK, Strawbridge RS, Wells W, Barth C, Gibbs S, Davis SC. A method for validating depth-resolved biodistributions in topically-stained specimen with multi-channel fluorescence cryo-imaging. PROCEEDINGS OF SPIE--THE INTERNATIONAL SOCIETY FOR OPTICAL ENGINEERING 2021; 11625. [PMID: 34475612 DOI: 10.1117/12.2582542] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/14/2022]
Abstract
Fluorescent contrast agents targeted to cancer biomarkers are increasingly being explored for cancer detection, surgical guidance, and response monitoring. Efforts have been underway to topically apply such biomarker-targeted agents to freshly excised specimen for detecting cancer cell receptors on the surface as a method for intraoperative surgical margin assessment, including dual-probe staining methods introduce a second 'non-specific' optical agent as a control to help compensate for heterogeneous uptake and normalize the imaging field. Still, such specimen staining protocols introduce multifaceted complexity with unknown variables, such as tissue-specific diffusion, cell-specific binding and disassociation rates, and other factors, affecting the interpreted cancer-biomarker distribution across the specimen surface. The ability to recover three-dimensional dual-probe biodistributions throughout whole-specimens could offer a ground-truth validation method for examining topical staining uptake behaviors. Herein, we report on a novel method for characterizing dual-probe accumulation with 3D depth-profiles observed from a dual-probe fresh-specimen staining experiment.
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Affiliation(s)
- Brook K Byrd
- Dartmouth College, Thayer School of Engineering, Hanover, NH, 03755
| | | | - Wendy Wells
- Dartmouth Hitchcock Medical Center, Department of Surgery, Lebanon, NH, 03766
| | - Connor Barth
- Oregon Heath and Sciences University, Portland, OR, 97239
| | - Summer Gibbs
- Oregon Heath and Sciences University, Portland, OR, 97239
| | - Scott C Davis
- Dartmouth College, Thayer School of Engineering, Hanover, NH, 03755
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House BJ, Kwon MJ, Schaefer JM, Barth CW, Solanki A, Davis SC, Gibbs SL. Clinically relevant dual probe difference specimen imaging (DDSI) protocol for freshly resected breast cancer specimen staining. BMC Cancer 2021; 21:440. [PMID: 33882909 PMCID: PMC8059239 DOI: 10.1186/s12885-021-08179-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2021] [Accepted: 04/05/2021] [Indexed: 11/12/2022] Open
Abstract
Background Re-excision rates following breast conserving surgery (BCS) remain as high as ~ 35%, with positive margins detected during follow-up histopathology. Additional breast cancer resection surgery is not only taxing on the patient and health care system, but also delays adjuvant therapies, increasing morbidity and reducing the likelihood of a positive outcome. The ability to precisely resect and visualize tumor margins in real time within the surgical theater would greatly benefit patients, surgeons and the health care system. Current tumor margin assessment technologies utilized during BCS involve relatively lengthy and labor-intensive protocols, which impede the surgical work flow. Methods In previous work, we have developed and validated a fluorescence imaging method termed dual probe difference specimen imaging (DDSI) to accurately detect benign and malignant tissue with direct correlation to the targeted biomarker expression levels intraoperatively. The DDSI method is currently on par with touch prep cytology in execution time (~ 15-min). In this study, the main goal was to shorten the DDSI protocol by decreasing tissue blocking and washing times to optimize the DDSI protocol to < 10-min whilst maintaining robust benign and malignant tissue differentiation. Results We evaluated the utility of the shortened DDSI staining methodology using xenografts grown from cell lines with varied epidermal growth factor receptor (EGFR) expression levels, comparing accuracy through receiver operator characteristic (ROC) curve analyses across varied tissue blocking and washing times. An optimized 8-min DDSI methodology was developed for future clinical translation. Conclusions Successful completion of this work resulted in substantial shortening of the DDSI methodology for use in the operating room, that provided robust, highly receptor specific, sensitive diagnostic capabilities between benign and malignant tissues.
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Affiliation(s)
- Broderick J House
- Biomedical Engineering Department, Oregon Health & Science University, 2730 S Moody Ave, Mail Code: CL3SG, Portland, OR, 97201, USA
| | - Marcus J Kwon
- Biomedical Engineering Department, Oregon Health & Science University, 2730 S Moody Ave, Mail Code: CL3SG, Portland, OR, 97201, USA
| | - Jasmin M Schaefer
- Biomedical Engineering Department, Oregon Health & Science University, 2730 S Moody Ave, Mail Code: CL3SG, Portland, OR, 97201, USA
| | - Connor W Barth
- Biomedical Engineering Department, Oregon Health & Science University, 2730 S Moody Ave, Mail Code: CL3SG, Portland, OR, 97201, USA
| | - Allison Solanki
- Biomedical Engineering Department, Oregon Health & Science University, 2730 S Moody Ave, Mail Code: CL3SG, Portland, OR, 97201, USA
| | - Scott C Davis
- Thayer School of Engineering, Dartmouth College, Hanover, NH, 03755, USA
| | - Summer L Gibbs
- Biomedical Engineering Department, Oregon Health & Science University, 2730 S Moody Ave, Mail Code: CL3SG, Portland, OR, 97201, USA. .,Knight Cancer Institute, Oregon Health & Science University, 2730 S Moody Ave, Mail Code: CL3SG, Portland, OR, 97201, USA.
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9
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McMahon NP, Solanki A, Wang LG, Montaño AR, Jones JA, Samkoe KS, Tichauer KM, Gibbs SL. TRIPODD: a Novel Fluorescence Imaging Platform for In Situ Quantification of Drug Distribution and Therapeutic Response. Mol Imaging Biol 2021; 23:650-664. [PMID: 33751366 DOI: 10.1007/s11307-021-01589-x] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2020] [Revised: 01/22/2021] [Accepted: 02/08/2021] [Indexed: 11/29/2022]
Abstract
PURPOSE Personalized medicine has largely failed to produce curative therapies in advanced cancer patients. Evaluation of in situ drug target availability (DTA) concomitant with local protein expression is critical to an accurate assessment of therapeutic efficacy, but tools capable of both are currently lacking. PROCEDURE We developed and optimized a fluorescence imaging platform termed TRIPODD (Therapeutic Response Imaging through Proteomic and Optical Drug Distribution), resulting in the only methodology capable of simultaneous quantification of single-cell DTA and protein expression with preserved spatial context within a tumor. Using TRIPODD, we demonstrate the feasibility of combining two complementary fluorescence imaging techniques, intracellular paired agent imaging (iPAI) and cyclic immunofluorescence (cyCIF), conducted with oligonucleotide-conjugated antibodies (Ab-oligos) on tissue samples. RESULTS We successfully performed sequential imaging on a single tissue section of iPAI to capture single-cell DTA and local protein expression heterogeneity using Ab-oligo cyCIF. Fluorescence imaging data acquisition was followed by spatial registration resulting in high dimensional data correlating DTA to protein expression at the single-cell level where uptake of a targeted probe alone was not well correlated to protein expression. CONCLUSION Herein, we demonstrated the utility of TRIPODD as a powerful imaging platform capable of interpreting tumor heterogeneity for a mechanistic understanding of therapeutic response and resistance through quantification of drug target availability and proteomic response with preserved spatial context at single-cell resolution.
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Affiliation(s)
- Nathan P McMahon
- Biomedical Engineering Department, Oregon Health & Science University, Portland, OR, USA
| | - Allison Solanki
- Biomedical Engineering Department, Oregon Health & Science University, Portland, OR, USA
| | - Lei G Wang
- Biomedical Engineering Department, Oregon Health & Science University, Portland, OR, USA
| | - Antonio R Montaño
- Biomedical Engineering Department, Oregon Health & Science University, Portland, OR, USA
| | - Jocelyn A Jones
- Biomedical Engineering Department, Oregon Health & Science University, Portland, OR, USA
| | - Kimberley S Samkoe
- Thayer School of Engineering at Dartmouth College, Dartmouth College, Hanover, NH, USA.,Department of Surgery, Geisel School of Medicine at Dartmouth College, Dartmouth College, Hanover, NH, 03755, USA
| | - Kenneth M Tichauer
- Department of Biomedical Engineering, Illinois Institute of Technology, Chicago, IL, 60616, USA
| | - Summer L Gibbs
- Biomedical Engineering Department, Oregon Health & Science University, Portland, OR, USA. .,Knight Cancer Institute, Oregon Health & Science University, Collaborative Life Sciences Building, 2730 S Moody Ave, Mail Code: CL3SG, Portland, OR, 97201, USA.
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10
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Meng B, Folaron MR, Byrd BK, Samkoe KS, Strawbridge RS, Barth C, Gibbs SL, Davis SC. Topical dual-probe staining using quantum dot-labeled antibodies for identifying tumor biomarkers in fresh specimens. PLoS One 2020; 15:e0230267. [PMID: 32160634 PMCID: PMC7065915 DOI: 10.1371/journal.pone.0230267] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2019] [Accepted: 02/25/2020] [Indexed: 12/26/2022] Open
Abstract
Purpose Rapid, intra-operative identification of tumor tissue in the margins of excised specimens has become an important focus in the pursuit of reducing re-excision rates, especially for breast conserving surgery. Dual-probe difference specimen imaging (DDSI) is an emerging approach that uses the difference in uptake/clearance kinetics between a pair of fluorescently-labeled stains, one targeted to a biomarker-of-interest and the other an untargeted isotype, to reveal receptor-specific images of the specimen. Previous studies using antibodies labeled with either enhanced Raman particles or organic fluorophores have shown promising tumor vs. normal diagnostic performance. Yet, the unique properties of quantum dot-labeled antibody complexes (QDACs), which provide spectrally-distinct fluorescence emission from a common excitation source, make them ideal candidates for this application. Herein, we evaluate the diagnostic performance of QDAC-based DDSI in excised xenografts. Procedures Excised fresh specimens of normal tissue and human tumor xenografts with elevated expression of HER2 were stained with a HER2-targeted QDAC and an untargeted QDAC isotype. Stained specimens were imaged on a custom hyperspectral imaging system capable of spectrally separating the quantum dot signatures, and images processed using the DDSI approach. The diagnostic performance of this technique under different incubation temperatures and probe concentrations was evaluated using receiver-operator characteristic analysis. Results HER2-targeted QDAC-DDSI was able to distinguish HER2(+) tumors from normal tissue with reasonably high diagnostic performance; however, this performance was sensitive to temperature during the staining procedure. Area under the curve values were 0.61 when staining at room temperature but increased to over 0.81 when staining at 37 °C. Diagnostic performance was not affected by increasing stain concentration. Conclusions This study is the first to report dual-probe difference imaging of specimens using QDACs and hyperspectral imaging. Our results show promising diagnostic performance under certain conditions, and compel further optimization and evaluation of this intra-operative margin assessment technique.
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Affiliation(s)
- Boyu Meng
- Thayer School of Engineering at Dartmouth College, Hanover, New Hampshire, United States of America
| | - Margaret R. Folaron
- Thayer School of Engineering at Dartmouth College, Hanover, New Hampshire, United States of America
| | - Brook K. Byrd
- Thayer School of Engineering at Dartmouth College, Hanover, New Hampshire, United States of America
| | - Kimberley S. Samkoe
- Geisel School of Medicine at Dartmouth College, Hanover, New Hampshire, United States of America
- Department of Surgery, Dartmouth-Hitchcock Medical Center, Lebanon, New Hampshire, United States of America
- Norris Cotton Cancer Center, Dartmouth-Hitchcock Medical Center, Lebanon, New Hampshire, United States of America
| | - Rendall S. Strawbridge
- Thayer School of Engineering at Dartmouth College, Hanover, New Hampshire, United States of America
| | - Connor Barth
- Biomedical Engineering Department, Oregon Health and Science University, Portland, Oregon, United States of America
| | - Summer L. Gibbs
- Biomedical Engineering Department, Oregon Health and Science University, Portland, Oregon, United States of America
| | - Scott C. Davis
- Thayer School of Engineering at Dartmouth College, Hanover, New Hampshire, United States of America
- Norris Cotton Cancer Center, Dartmouth-Hitchcock Medical Center, Lebanon, New Hampshire, United States of America
- * E-mail:
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11
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Solanki A, Wang L, Korber J, McMahon N, Tichauer K, Samkoe KS, Gibbs SL. Intracellular paired agent imaging enables improved evaluation of tyrosine kinase inhibitor target engagement. PROCEEDINGS OF SPIE--THE INTERNATIONAL SOCIETY FOR OPTICAL ENGINEERING 2020; 11219:112190F. [PMID: 32292225 PMCID: PMC7155938] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
Abstract
Targeting the aberrant epidermal growth factor receptor (EGFR) signaling pathway is an attractive choice for many cancers (e.g., non-small cell lung carcinoma (NSCLC) and head and neck squamous cell carcinoma (HNSCC)). Despite the development of promising therapeutics, incomplete target engagement and acquired resistance (e.g., mutagenesis and intracellular signaling pathway rewiring) ensure that curative options still elude patients. To address limitations posed by standard drag evaluation assays (e.g., western blot, bulk plasma monitoring, immunohistochemistry), we have developed a novel dynamic, fluorescence-based platform termed intracellular paired agent imaging (iPAI). iPAI quantifies intracellular protein target engagement using two matched small-molecule, cell membrane-permeable agents: one targeted to the protein of interest and one untargeted, which accounts for non-specific therapeutic uptake. Currently, our iPAI panel includes successfully characterized tyrosine kinase inhibitors targeting the kinase binding domain of numerous proteins in the EGFR pathway, including erlotinib (EGFR). Here, we present a pharmacokinetic uptake study using our novel iPAI erlotinib reagents: a targeted erlotinib probed conjugated to silicon tetramethylrhodamine (Erl-SiTMR-T) and an untargeted reagent conjugated to tetramethylrhodaime (Erl-TMR-UT). An initial uptake study in a cell derived xenograft (CDX) model of NSCLC was performed by administering the Erl iPAI reagents systemically via tail vein injection, where drag uptake was quantified in the tumor over time. Excitingly, evidence of heterogeneous uptake was observed in the iPAI injected cohort, displaying distinct drug-uptake within a single tumor. Characterization of additional iPAI agents targeting downstream effectors (e.g., AKT, PI3K, MEK and ERK) is ongoing and will allow us to visualize complex drug-target interactions and quantify their downstream signaling partners during treatment regimens for NSCLC and other cancers. Together, we anticipate these iPAI probes will improve understanding of current limitations in personalized cancer therapy.
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Affiliation(s)
- Allison Solanki
- Department of Biomedical Engineering, Oregon Health and Science University, Portland, OR, 97201
| | - Lei Wang
- Department of Biomedical Engineering, Oregon Health and Science University, Portland, OR, 97201
| | - Jesse Korber
- Department of Biomedical Engineering, Oregon Health and Science University, Portland, OR, 97201
| | - Nathan McMahon
- Department of Biomedical Engineering, Oregon Health and Science University, Portland, OR, 97201
| | - Kenneth Tichauer
- Biomedical Engineering Department, Illinois Institute of Technology, Chicago, IL, 60616
| | - Kimberley S. Samkoe
- Department of Surgery, Geisel School of Medicine, Dartmouth-Hitchcock Medical Center, Lebanon, NH, 03766
| | - Summer L. Gibbs
- Department of Biomedical Engineering, Oregon Health and Science University, Portland, OR, 97201
- Center for Spatial Systems Biomedicine, Oregon Health and Science University, Portland, OR, 97201
- Knight Cancer Institute, Oregon Health and Science University, Portland, OR, 97201
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12
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McMahon NP, Solanki A, Jones J, Kwon S, Chang YH, Chin K, Nederlof MA, Gray JW, Gibbs SL. Fluorescent Imaging for In Situ Measurement of Drug Target Engagement and Cell Signaling Pathways. PROCEEDINGS OF SPIE--THE INTERNATIONAL SOCIETY FOR OPTICAL ENGINEERING 2020; 11219:112190O. [PMID: 32296256 PMCID: PMC7158854] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
Abstract
Successful cancer treatment continues to elude modern medicine and its arsenal of therapeutic strategies. Therapy resistance is driven by significant tumor heterogeneity, complex interactions between malignant, microenvironmental and immune cells and cross talk between signaling pathways. Advances in molecular characterization technologies such as next generation sequencing have helped unravel this network of interactions and identify druggable therapeutic targets. Tyrosine kinase inhibitors (TKI) are a class of drugs seeking to inhibit signaling pathways critical to sustaining proliferative signaling, resisting cell death, and the other hallmarks of cancer. While tumors may initially respond to TKI therapy, disease progression is near universal due to mechanisms of acquired resistance largely involving cellular signaling pathway reprogramming. With the ultimate goal of improved TKI therapeutic efficacy our group has developed intracellular paired agent imaging (iPAI) to quantify drug target interactions and oligonucleotide conjugated antibody (Ab-oligo) cyclic immunofluorescence (cycIF) imaging to characterize perturbed signaling pathways in response to therapy. iPAI uses spectrally distinct, fluorescently labeled targeted and untargeted drug derivatives, correcting for non-specific drug distribution and facilitating quantitative assessment of the drug binding before and after therapy. Ab-oligo cycIF exploits in situ hybridization of complementary oligonucleotides for biomarker labeling while oligonucleotide modifications facilitate signal removal for sequential rounds of fluorescent tagging and imaging. Ab-oligo CycIF is capable of generating extreme multi-parametric images for quantifying total and phosphorylated protein expression to quantify protein activation, expression, and spatial distribution. Together iPAI and Ab-oligo cycIF can be applied to interrogate drug uptake and target binding as well as changes to heterogenous cell populations within tumors that drive variable therapeutic responses in patients.
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Affiliation(s)
- Nathan P. McMahon
- Department of Biomedical Engineering, Oregon Health and Science University, Portland, OR 97201
| | - Allison Solanki
- Department of Biomedical Engineering, Oregon Health and Science University, Portland, OR 97201
| | - Jocelyn Jones
- Department of Biomedical Engineering, Oregon Health and Science University, Portland, OR 97201
| | - Sunjong Kwon
- Center for Spatial Systems Biomedicine, Oregon Health and Science University, Portland, OR 97201
| | - Young-Hwan Chang
- Center for Spatial Systems Biomedicine, Oregon Health and Science University, Portland, OR 97201
- Computational Biology Program, Oregon Health and Science University, Portland, OR 97201
| | - Koei Chin
- Center for Spatial Systems Biomedicine, Oregon Health and Science University, Portland, OR 97201
| | | | - Joe W. Gray
- Department of Biomedical Engineering, Oregon Health and Science University, Portland, OR 97201
- Knight Cancer Institute, Oregon Health and Science University, Portland, OR 97201
- Center for Spatial Systems Biomedicine, Oregon Health and Science University, Portland, OR 97201
| | - Summer L. Gibbs
- Department of Biomedical Engineering, Oregon Health and Science University, Portland, OR 97201
- Knight Cancer Institute, Oregon Health and Science University, Portland, OR 97201
- Center for Spatial Systems Biomedicine, Oregon Health and Science University, Portland, OR 97201
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13
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Munhenzva IR, Barth CW, Sibrian-Vazquez M, Wang LG, Escobedo JO, Gibbs SL, Strongin RM. Assessment of human pancreas cancer tissue and precursor lesions via a fluorophore with inherent PDAC selectivity. Methods 2019; 168:35-39. [PMID: 31185273 DOI: 10.1016/j.ymeth.2019.06.008] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2019] [Revised: 06/06/2019] [Accepted: 06/06/2019] [Indexed: 12/11/2022] Open
Abstract
The current five-year survival rate of <5% for pancreatic ductal adenocarcinoma (PDAC) is compounded by late diagnosis, a lack of PDAC-specific intraoperative guidance to ensure complete resection, and the ineffectiveness of current therapies. Previously, utilizing compound 1, a fluorophore with inherent PDAC selectivity, PDAC was visualized both in vivo and ex vivo in a murine model. In the current study, human PDAC tissue is targeted. Compound 1 selectively stains ducts of the adenocarcinoma versus the surrounding stroma, enabling the imaging of PDAC in frozen tissue sections with high contrast. To enhance the potential of 1 for intraoperative applications, the ex vivo staining protocol was optimized for rapid margin assessment, with a final staining time of ~15 min. To measure diagnostic performance, the area under a receiver operating characteristic (ROC) curve was measured for the identification of ductal adenocarcinoma vs. stroma. The bright fluorescence contrast enabled quantitative determination of PDAC (or precancerous PanIN lesions) versus healthy pancreas tissue in human tissue array samples.
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Affiliation(s)
- Ian R Munhenzva
- Department of Chemistry, Portland State University, 1719 SW 10th Avenue, Portland, OR 97201, United States
| | - Connor W Barth
- Biomedical Engineering Department, Oregon Health & Science University, 3303 SW Bond Avenue, Portland, OR 97239, United States
| | - Martha Sibrian-Vazquez
- Department of Chemistry, Portland State University, 1719 SW 10th Avenue, Portland, OR 97201, United States
| | - Lei G Wang
- Biomedical Engineering Department, Oregon Health & Science University, 3303 SW Bond Avenue, Portland, OR 97239, United States
| | - Jorge O Escobedo
- Department of Chemistry, Portland State University, 1719 SW 10th Avenue, Portland, OR 97201, United States
| | - Summer L Gibbs
- Biomedical Engineering Department, Oregon Health & Science University, 3303 SW Bond Avenue, Portland, OR 97239, United States; Knight Cancer Institute, Oregon Health & Science University, 3181 SW Sam Jackson Park Road, Portland, OR 97239, United States; OHSU Center for Spatial Systems Biomedicine, Oregon Health & Science University, 2730 SW Moody Avenue, Portland, OR 97201, United States
| | - Robert M Strongin
- Department of Chemistry, Portland State University, 1719 SW 10th Avenue, Portland, OR 97201, United States; OHSU Center for Spatial Systems Biomedicine, Oregon Health & Science University, 2730 SW Moody Avenue, Portland, OR 97201, United States.
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14
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Olson MT, Ly QP, Mohs AM. Fluorescence Guidance in Surgical Oncology: Challenges, Opportunities, and Translation. Mol Imaging Biol 2019; 21:200-218. [PMID: 29942988 PMCID: PMC6724738 DOI: 10.1007/s11307-018-1239-2] [Citation(s) in RCA: 42] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Surgical resection continues to function as the primary treatment option for most solid tumors. However, the detection of cancerous tissue remains predominantly subjective and reliant on the expertise of the surgeon. Surgery that is guided by fluorescence imaging has shown clinical relevance as a new approach to detecting the primary tumor, tumor margins, and metastatic lymph nodes. It is a technique to reduce recurrence and increase the possibility of a curative resection. While significant progress has been made in developing this emerging technology as a tool to assist the surgeon, further improvements are still necessary. Refining imaging agents and tumor targeting strategies to be a precise and reliable surgical strategy is essential in order to translate this technology into patient care settings. This review seeks to provide a comprehensive update on the most recent progress of fluorescence-guided surgery and its translation into the clinic. By highlighting the current status and recent developments of fluorescence image-guided surgery in the field of surgical oncology, we aim to offer insight into the challenges and opportunities that require further investigation.
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Affiliation(s)
- Madeline T Olson
- Eppley Institute for Research in Cancer and Allied Diseases, University of Nebraska Medical Center, Omaha, NE, 68198, USA
- Fred and Pamela Buffet Cancer Center, University of Nebraska Medical Center, Omaha, NE, 68198, USA
| | - Quan P Ly
- Fred and Pamela Buffet Cancer Center, University of Nebraska Medical Center, Omaha, NE, 68198, USA
- Department of Surgery, University of Nebraska Medical Center, Omaha, NE, 68198, USA
| | - Aaron M Mohs
- Fred and Pamela Buffet Cancer Center, University of Nebraska Medical Center, Omaha, NE, 68198, USA.
- Department of Pharmaceutical Sciences, University of Nebraska Medical Center, 5-12315 Scott Research Tower, Omaha, NE, 68198, USA.
- Department of Biochemistry and Molecular Biology, University of Nebraska Medical Center, Omaha, NE, 68198, USA.
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15
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Crouch BT, Gallagher J, Wang R, Duer J, Hall A, Soo MS, Hughes P, Haystead T, Ramanujam N. Exploiting heat shock protein expression to develop a non-invasive diagnostic tool for breast cancer. Sci Rep 2019; 9:3461. [PMID: 30837677 PMCID: PMC6400939 DOI: 10.1038/s41598-019-40252-y] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2018] [Accepted: 02/12/2019] [Indexed: 01/23/2023] Open
Abstract
Leveraging the unique surface expression of heat shock protein 90 (Hsp90) in breast cancer provides an exciting opportunity to develop rapid diagnostic tests at the point-of-care setting. Hsp90 has previously been shown to have elevated expression levels across all breast cancer receptor subtypes. We have developed a non-destructive strategy using HS-27, a fluorescently-tethered Hsp90 inhibitor, to assay surface Hsp90 expression on intact tissue specimens and validated our approach in clinical samples from breast cancer patients across estrogen receptor positive, Her2-overexpressing, and triple negative receptor subtypes. Utilizing a pre-clinical biopsy model, we optimized three imaging parameters that may affect the specificity of HS-27 based diagnostics – time between tissue excision and staining, agent incubation time, and agent dose, and translated our strategy to clinical breast cancer samples. Findings indicated that HS-27 florescence was highest in tumor tissue, followed by benign tissue, and finally followed by mammoplasty negative control samples. Interestingly, fluorescence in tumor samples was highest in Her2+ and triple negative subtypes, and inversely correlated with the presence of tumor infiltrating lymphocytes indicating that HS-27 fluorescence increases in aggressive breast cancer phenotypes. Development of a Gaussian support vector machine classifier based on HS-27 fluorescence features resulted in a sensitivity and specificity of 82% and 100% respectively when classifying tumor and benign conditions, setting the stage for rapid and automated tissue diagnosis at the point-of-care.
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Affiliation(s)
- Brian T Crouch
- Department of Biomedical Engineering, Duke University, Durham, NC, USA.
| | | | - Roujia Wang
- Department of Biomedical Engineering, Duke University, Durham, NC, USA
| | - Joy Duer
- Trinity College of Arts and Sciences, Duke University, Durham, NC, USA
| | - Allison Hall
- Department of Pathology, Duke University Medical Center, Durham, NC, USA
| | - Mary Scott Soo
- Department of Radiology, Duke University Medical Center, Durham, NC, USA
| | - Philip Hughes
- Department of Pharmacology and Cancer Biology, Duke University Medical Center, Durham, NC, USA
| | - Timothy Haystead
- Department of Pharmacology and Cancer Biology, Duke University Medical Center, Durham, NC, USA
| | - Nirmala Ramanujam
- Department of Biomedical Engineering, Duke University, Durham, NC, USA.,Department of Pharmacology and Cancer Biology, Duke University Medical Center, Durham, NC, USA
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16
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Kang S, Xu X, Navarro E, Wang Y, Liu JTC, Tichauer KM. Modeling the binding and diffusion of receptor-targeted nanoparticles topically applied on fresh tissue specimens. Phys Med Biol 2019; 64:045013. [PMID: 30654346 DOI: 10.1088/1361-6560/aaff81] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Nanoparticle (NP) contrast agents targeted to cancer biomarkers are increasingly being engineered for the early detection of cancer, guidance of therapy, and monitoring of response. There have been recent efforts to topically apply biomarker-targeted NPs on tissue surfaces to image the expression of cell-surface receptors over large surface areas as a means of evaluating tumor margins to guide wide local excision surgeries. However, diffusion and nonspecific binding of the NPs present challenges for relating NP retention on the tissue surface with the expression of cancer cell receptors. Paired-agent methods that employ a secondary 'control' NP to account for these nonspecific effects can improve cancer detection. Yet these paired-agent methods introduce multidimensional complexity (with tissue staining, rinsing, imaging, and data analysis protocols all being subject to alteration), and could be greatly simplified with accurate, predictive in silico models of NP binding and diffusion. Here, we outline and validate such a model to predict the diffusion, as well as specific and nonspecific binding, of targeted and control NPs topically applied on tissue surfaces. In order to inform the model, in vitro experiments were performed to determine relevant NP diffusion and binding rate constants in tissues. The predictive capacity of the model was validated by comparing simulated distributions of various sizes of NPs in comparison with experimental results. The regression of predicted and experimentally measured concentration-depth profiles yielded <15% error (compared to ~70% error obtained using a previous model of NP diffusion and binding).
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Affiliation(s)
- Soyoung Kang
- Department of Mechanical Engineering, University of Washington, Seattle, WA 98105, United States of America. These authors contributed equally to this work
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17
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Folaron MR, Strawbridge RR, Samkoe KS, Gibbs SL, Davis SC. Effect of staining temperature on topical dual stain imaging of tissue specimens for tumor identification. PROCEEDINGS OF SPIE--THE INTERNATIONAL SOCIETY FOR OPTICAL ENGINEERING 2019; 10862:108620L. [PMID: 31929674 PMCID: PMC6953721 DOI: 10.1117/12.2509848] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
In the pursuit of reducing re-excision rates in breast conserving surgery, a dual probe specimen staining technique has emerged as a promising approach to identify positive margins during surgery. This approach generally involves staining the tissue with a fluorescent dye targeted to a biomarker of interest, such as a cell surface receptor, and an untargeted counterpart, imaging both dyes and using the two images together to compensate for instrumentation inhomogeneities and non-specific uptake. A growing body of literature suggests that this approach can effectively discriminate tumor and normal tissue in gross fresh specimens in reasonable timeframes. However, the robustness of the staining protocol is still under investigation as all parameters have not been fully evaluated. In this paper, we examine the effect of staining temperature on diagnostic performance. Tumor (overexpressing EGFR) and normal fresh specimens were stained at room temperature or 37 °C and diagnostic performance compared using area under the curve (AUC) from receiver operator characteristic (ROC) analysis. The results suggest that the use of Licor IRDye800CW-labeled anti-EGFR antibody and Licor IRdye680RD-labeled control antibody as the probe pair is not significantly affected by staining temperature, in contrast to our experience with quantum-dot labeled antibodies. The robustness of the technique using these stains is reassuring and simplifies the staining protocol.
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Affiliation(s)
- Margaret R Folaron
- Thayer School of Engineering, Dartmouth College, 14 Engineering Dr., Hanover, NH USA 03755-8001
| | - Rendall R Strawbridge
- Thayer School of Engineering, Dartmouth College, 14 Engineering Dr., Hanover, NH USA 03755-8001
| | - Kimberley S Samkoe
- Thayer School of Engineering, Dartmouth College, 14 Engineering Dr., Hanover, NH USA 03755-8001
- Department of Surgery, Geisel School of Medicine, 1 Rope Ferry Rd., Hanover, NH USA 03755
| | - Summer L Gibbs
- OHSU Center for Spatial Systems Biomedicine, Oregon Health & Science University, Portland, OR 97201
| | - Scott C Davis
- Thayer School of Engineering, Dartmouth College, 14 Engineering Dr., Hanover, NH USA 03755-8001
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18
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Schaefer JM, Barth CW, Davis SC, Gibbs SL. Diagnostic performance of receptor-specific surgical specimen staining correlates with receptor expression level. JOURNAL OF BIOMEDICAL OPTICS 2019; 24:1-9. [PMID: 30737910 PMCID: PMC6988447 DOI: 10.1117/1.jbo.24.2.026002] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/07/2018] [Accepted: 01/11/2019] [Indexed: 05/19/2023]
Abstract
Intraoperative margin assessment is imperative to cancer cure but is a continued challenge to successful surgery. Breast conserving surgery is a relevant example, where a cosmetically improved outcome is gained over mastectomy, but re-excision is required in >25 % of cases due to positive or closely involved margins. Clinical translation of margin assessment modalities that must directly contact the patient or required administered contrast agents are time consuming and costly to move from bench to bedside. Tumor resections provide a unique surgical opportunity to deploy margin assessment technologies including contrast agents on the resected tissues, substantially shortening the path to the clinic. However, staining of resected tissues is plagued by nonspecific uptake. A ratiometric imaging approach where matched targeted and untargeted probes are used for staining has demonstrated substantially improved biomarker quantification over staining with conventional targeted contrast agents alone. Our group has developed an antibody-based ratiometric imaging technology using fluorescently labeled, spectrally distinct targeted and untargeted antibody probes termed dual-stain difference specimen imaging (DDSI). Herein, the targeted biomarker expression level and pattern are evaluated for their effects on DDSI diagnostic potential. Epidermal growth factor receptor expression level was correlated to DDSI diagnostic potential, which was found to be robust to spatial pattern expression variation. These results highlight the utility of DDSI for accurate margin assessment of freshly resected tumor specimens.
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MESH Headings
- Adipose Tissue/diagnostic imaging
- Adipose Tissue/pathology
- Animals
- Biomarkers, Tumor/metabolism
- Breast/surgery
- Breast Neoplasms/diagnostic imaging
- Breast Neoplasms/pathology
- Carcinoma, Squamous Cell/diagnostic imaging
- Carcinoma, Squamous Cell/pathology
- Cell Line, Tumor
- False Positive Reactions
- Female
- Flow Cytometry
- Fluorescent Dyes/pharmacology
- Humans
- Image Processing, Computer-Assisted/methods
- Margins of Excision
- Mastectomy, Segmental
- Mice
- Mice, Nude
- Microscopy, Fluorescence
- Neoplasm Transplantation
- Neoplasms, Experimental/diagnostic imaging
- Neoplasms, Experimental/pathology
- Pancreatic Neoplasms/diagnostic imaging
- Pancreatic Neoplasms/pathology
- ROC Curve
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Affiliation(s)
- Jasmin M. Schaefer
- Oregon Health and Science University, Department of Biomedical Engineering, Portland, Oregon, United States
| | - Connor W. Barth
- Oregon Health and Science University, Department of Biomedical Engineering, Portland, Oregon, United States
| | - Scott C. Davis
- Thayer School of Engineering, Dartmouth College, Hanover, New Hampshire, United States
- Address all correspondence to Scott C. Davis, E-mail: ; Summer L. Gibbs, E-mail:
| | - Summer L. Gibbs
- Oregon Health and Science University, Department of Biomedical Engineering, Portland, Oregon, United States
- Oregon Health and Science University, Knight Cancer Institute, Portland, Oregon, United States
- Oregon Health and Science University, OHSU Center for Spatial Systems Biomedicine, Portland, Oregon, United States
- Address all correspondence to Scott C. Davis, E-mail: ; Summer L. Gibbs, E-mail:
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19
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House BJ, Schaefer JM, Barth CW, Davis SC, Gibbs SL. Diagnostic Performance of Receptor-Specific Surgical Specimen Staining Correlate with Receptor Expression Level. PROCEEDINGS OF SPIE--THE INTERNATIONAL SOCIETY FOR OPTICAL ENGINEERING 2019; 10862. [PMID: 32273644 DOI: 10.1117/12.2510625] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
Identification of tumor margins in the operating room in real time is a critical challenge for surgical procedures that serve as cancer cure. Breast conserving surgery (BCS) is particularly affected by this problem, with current re-excision rates above 25%. Due to a lack of clinically available methodologies for detection of involved or close tumor margins, much effort is focused on developing intraoperative margin assessment modalities that can aid in addressing this unmet clinical need. BCS provides a unique opportunity to design contrast-based technologies that are able to assess tumor margins independent from the patient, providing a rapid pathway from bench to bedside at a much lower cost. Since resected tissue is removed from the patient's blood supply, non-specific contrast agent uptake becomes a challenge due to the lack of clearance. Therefore, a dual probe, ratiometric fluorescence imaging approach was taken in an effort to reduce non-specific signal, and provide a modality that could demonstrate rapid, robust margin assessment on resected patient samples. Termed, dual-stain difference specimen imaging (DDSI), DDSI includes the use of spectrally unique, and fluorescently labeled target-specific, as well as non-specific biomarkers. In the present study, we have applied epidermal growth factor receptor (EGFR) targeted DDSI to tumor xenografts with variable EGFR expression levels using a previously optimized staining protocol, allowing for a quantitative assessment of the predictive power of the technique under biologically relevant conditions. Due to the presence of necrosis in the model tumors, ring analysis was employed to characterize diagnostic accuracy as measured by receiver operator characteristic (ROC) curve analysis. Our findings demonstrate the robust nature of the DDSI technique even in the presence of variable biomarker expression and spatial patterns. These results support the continued development of this technology as a robust diagnostic tool for tumor margin assessment in resected specimens during BCS.
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Affiliation(s)
- Broderick J House
- Biomedical Engineering Department, Oregon Health & Science University, Portland, OR 97201
| | - Jasmin M Schaefer
- Biomedical Engineering Department, Oregon Health & Science University, Portland, OR 97201
| | - Connor W Barth
- Biomedical Engineering Department, Oregon Health & Science University, Portland, OR 97201
| | - Scott C Davis
- Thayer School of Engineering, Dartmouth College, Hanover, NH 03755
| | - Summer L Gibbs
- Biomedical Engineering Department, Oregon Health & Science University, Portland, OR 97201.,Knight Cancer Institute, Oregon Health & Science University, Portland, OR 97201.,OHSU Center for Spatial Systems Biomedicine, Oregon Health & Science University, Portland, OR 97201
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20
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Korber JR, Barth CW, Gibbs SL. Nile Red derivatives enable improved ratiometric imaging for nerve-specific contrast. JOURNAL OF BIOMEDICAL OPTICS 2018; 23:1-13. [PMID: 29981230 PMCID: PMC8357333 DOI: 10.1117/1.jbo.23.7.076002] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/21/2018] [Accepted: 06/11/2018] [Indexed: 06/02/2023]
Abstract
Surgical nerve damage due to difficulty with identification remains a major risk for postsurgical complications and decreased quality of life. Fluorescence-guided surgery offers a means to specifically highlight tissues of interest such as nerves and a number of fluorescence-guided surgical systems are in clinical trial or are approved for clinical use. However, no clinically approved nerve-specific fluorophores exist. In addition, many preclinical nerve-specific fluorophores tend to accumulate in adipose tissue due to the molecular composition similarities between the two tissues, making it challenging to generate a specific nerve signal. To alleviate this difficulty, we have synthesized a library of oxazine fluorophores based on the Nile Red scaffold, with the goal of strong adipose specificity without nerve uptake to facilitate ratiometric imaging. The library was screened for tissue specificity ex vivo and in vivo, enabling quantification of adipose-, nerve- and muscle-specific uptake as well as selection of the best candidate for adipose selectivity without nerve signal. We showed our selected Nile Red fluorophore improved nerve contrast using ratiometric imaging, especially nerve-to-adipose contrast as compared to the parent Nile Red compound or nerve-specific imaging alone. This adipose-specific Nile Red derivative could be used in future fluorescence-guided surgery applications where adipose- or nerve-specific contrast is required.
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Affiliation(s)
- Jesse R. Korber
- Oregon Health and Science University, Department of Biomedical Engineering, Portland, Oregon, United States
| | - Connor W. Barth
- Oregon Health and Science University, Department of Biomedical Engineering, Portland, Oregon, United States
| | - Summer L. Gibbs
- Oregon Health and Science University, Department of Biomedical Engineering, Portland, Oregon, United States
- Oregon Health and Science University, Knight Cancer Institute, Portland, Oregon, United States
- Oregon Health and Science University, OHSU Center for Spatial Systems Biomedicine, Portland, Oregon, United States
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Wang Y“W, Yang Q, Kang S, Wall MA, Liu JTC. High-speed Raman-encoded molecular imaging of freshly excised tissue surfaces with topically applied SERRS nanoparticles. JOURNAL OF BIOMEDICAL OPTICS 2018; 23:1-8. [PMID: 29658229 PMCID: PMC5899991 DOI: 10.1117/1.jbo.23.4.046005] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/13/2018] [Accepted: 03/26/2018] [Indexed: 05/03/2023]
Abstract
Surface-enhanced Raman scattering (SERS) nanoparticles (NPs) are increasingly being engineered for a variety of disease-detection and treatment applications. For example, we have previously developed a fiber-optic Raman-encoded molecular imaging (REMI) system for spectral imaging of biomarker-targeted SERS NPs topically applied on tissue surfaces to identify residual tumors at surgical margins. Although accurate tumor detection was achieved, the commercial SERS NPs used in our previous studies lacked the signal strength to enable high-speed imaging with high pixel counts (large fields of view and/or high spatial resolution), which limits their use for certain time-constrained clinical applications. As a solution, we explored the use of surface-enhanced resonant Raman scattering (SERRS) NPs to enhance imaging speeds. The SERRS NPs were synthesized de novo, and then conjugated to HER2 antibodies to achieve high binding affinity, as validated by flow cytometry. Under identical tissue-staining and imaging conditions, the targeted SERRS NPs enabled reliable identification of HER2-overexpressed tumor xenografts with 50-fold-enhanced imaging speed compared with our standard targeted SERS NPs. This enables our REMI system to image tissue surfaces at a rate of 150 cm2 per minute at a spatial resolution of 0.5 mm.
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Affiliation(s)
- Yu “Winston” Wang
- University of Washington, Department of Mechanical Engineering, Seattle, Washington, United States
- Address all correspondence to: Yu “Winston” Wang, ; Jonathan T. C. Liu,
| | - Qian Yang
- University of Washington, Department of Mechanical Engineering, Seattle, Washington, United States
- Chengdu Medical College, Collaborative Innovation Center of Sichuan for Elderly Care and Health, School of Pharmacy, Chengdu, China
| | - Soyoung Kang
- University of Washington, Department of Mechanical Engineering, Seattle, Washington, United States
| | - Matthew A. Wall
- University of Washington, Department of Mechanical Engineering, Seattle, Washington, United States
- Institute for Systems Biology, Seattle, Washington, United States
| | - Jonathan T. C. Liu
- University of Washington, Department of Mechanical Engineering, Seattle, Washington, United States
- University of Washington, School of Medicine, Department of Pathology, Seattle, Washington, United States
- Address all correspondence to: Yu “Winston” Wang, ; Jonathan T. C. Liu,
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