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Abstract
Over the last half century, the autofluorescence of the metabolic cofactors NADH (reduced nicotinamide adenine dinucleotide) and FAD (flavin adenine dinucleotide) has been quantified in a variety of cell types and disease states. With the spread of nonlinear optical microscopy techniques in biomedical research, NADH and FAD imaging has offered an attractive solution to noninvasively monitor cell and tissue status and elucidate dynamic changes in cell or tissue metabolism. Various tools and methods to measure the temporal, spectral, and spatial properties of NADH and FAD autofluorescence have been developed. Specifically, an optical redox ratio of cofactor fluorescence intensities and NADH fluorescence lifetime parameters have been used in numerous applications, but significant work remains to mature this technology for understanding dynamic changes in metabolism. This article describes the current understanding of our optical sensitivity to different metabolic pathways and highlights current challenges in the field. Recent progress in addressing these challenges and acquiring more quantitative information in faster and more metabolically relevant formats is also discussed.
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Affiliation(s)
- Irene Georgakoudi
- Department of Biomedical Engineering, Tufts University, Medford, Massachusetts, USA;
- Genetics, Molecular and Cellular Biology Program, Graduate School of Biomedical Sciences, Tufts University, Boston, Massachusetts, USA
| | - Kyle P Quinn
- Department of Biomedical Engineering and the Arkansas Integrative Metabolic Research Center, University of Arkansas, Fayetteville, Arkansas, USA
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2
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Schwartz D, Sawyer TW, Thurston N, Barton J, Ditzler G. Ovarian cancer detection using optical coherence tomography and convolutional neural networks. Neural Comput Appl 2022; 34:8977-8987. [PMID: 35095211 PMCID: PMC8785933 DOI: 10.1007/s00521-022-06920-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2021] [Accepted: 01/04/2022] [Indexed: 11/18/2022]
Abstract
Ovarian cancer has the sixth-largest fatality rate in the United States among all cancers. A non-surgical assay capable of detecting ovarian cancer with acceptable sensitivity and specificity has yet to be developed. However, such a discovery would profoundly impact the pace of the treatment and improvement to patients’ quality of life. Achieving such a solution requires high-quality imaging, image processing, and machine learning to support an acceptably robust automated diagnosis. In this work, we propose an automated framework that learns to identify ovarian cancer in transgenic mice from optical coherence tomography (OCT) recordings. Classification is accomplished using a neural network that perceives spatially ordered sequences of tomograms. We present three neural network-based approaches, namely a VGG-supported feed-forward network, a 3D convolutional neural network, and a convolutional LSTM (Long Short-Term Memory) network. Our experimental results show that our models achieve a favorable performance with no manual tuning or feature crafting, despite the challenging noise inherent in OCT images. Specifically, our best performing model, the convolutional LSTM-based neural network, achieves a mean AUC (± standard error) of 0.81 ± 0.037. To the best of the authors’ knowledge, no application of machine learning to analyze depth-resolved OCT images of whole ovaries has been documented in the literature. A significant broader impact of this research is the potential transferability of the proposed diagnostic system from transgenic mice to human organs, which would enable medical intervention from early detection of an extremely deadly affliction.
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Vega D, Galvez D, Romano G, Pham NY, Cordova R, Aitken M, Suebka S, Heusinkveld J, Barton JK. Triple-modality co-registered endoscope featuring wide-field reflectance imaging, and high-resolution multiphoton and optical coherence microscopy. PROCEEDINGS OF SPIE--THE INTERNATIONAL SOCIETY FOR OPTICAL ENGINEERING 2021; 1:044502. [PMID: 36325111 PMCID: PMC9625855 DOI: 10.1117/1.jom.1.4.044502] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/16/2023]
Abstract
We present the design and feasibility testing of a multimodal co-registered endoscope based on a dual-path optical system integrated with a scanning piezo. This endoscope incorporates three different imaging modalities. A large field of view reflectance imaging system enables visualization of objects several millimeters in front of the endoscope, while optical coherence microscopy and multiphoton microscopy are employed in contact with tissue to further analyze suspicious areas. The optical system allows multiple different imaging modalities by employing a dual optical path. One path features a low numerical aperture and wide field of view to allow reflectance imaging of distant objects. The other path features a high numerical aperture and short working distance to allow microscopy techniques such as optical coherence microscopy and multiphoton microscopy. Images of test targets were obtained with each imaging modality to verify and characterize the imaging capabilities of the endoscope. The reflectance modality was demonstrated with a 561 nm laser to allow high contrast with blood vessels. It achieved a lateral resolution of 24.8 μm at 5 mm and a working distance from 5 mm to 30 mm. Optical coherence microscopy (OCM) was performed with a 1300 nm super-luminescent diode since this wavelength experiences low relative scattering to allow for deeper tissue imaging. Measured OCM lateral and axial resolution was 4.0 μm and 14.2 μm, respectively. Multiphoton microscopy (MPM) was performed with a custom 1400 nm femtosecond fiber laser, a wavelength suitable for exciting multiple exogenous and some endogenous fluorophores, as well as providing information on tissue composition through harmonic generation processes. A 4.0 μm MPM lateral resolution was measured.
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Affiliation(s)
- David Vega
- The University of Arizona, The James C Wyant College of Optical Sciences, The University of Arizona, Tucson, AZ, USA, 85721
| | - Dominique Galvez
- The University of Arizona, The James C Wyant College of Optical Sciences, The University of Arizona, Tucson, AZ, USA, 85721
| | - Gabriella Romano
- University of Arizona, Biomedical Engineering, The University of Arizona, Tucson, AZ, USA, 85721
| | - Nancy Y. Pham
- University of Arizona, Biomedical Engineering, The University of Arizona, Tucson, AZ, USA, 85721
| | - Ricky Cordova
- University of Arizona, Biomedical Engineering, The University of Arizona, Tucson, AZ, USA, 85721
| | - Makenna Aitken
- University of Arizona, Biomedical Engineering, The University of Arizona, Tucson, AZ, USA, 85721
| | - Sartanee Suebka
- The University of Arizona, The James C Wyant College of Optical Sciences, The University of Arizona, Tucson, AZ, USA, 85721
| | - John Heusinkveld
- University of Arizona, Department of Obstetrics and Gynecology, College of Medicine, The University of Arizona, Tucson, AZ, USA, 85721
| | - Jennifer K. Barton
- The University of Arizona, The James C Wyant College of Optical Sciences, The University of Arizona, Tucson, AZ, USA, 85721
- University of Arizona, Biomedical Engineering, The University of Arizona, Tucson, AZ, USA, 85721
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Rao B, Leng X, Zeng Y, Lin Y, Chen R, Zhou Q, Hagemann AR, Kuroki LM, McCourt CK, Mutch DG, Powell MA, Hagemann IS, Zhu Q. Optical Resolution Photoacoustic Microscopy of Ovary and Fallopian Tube. Sci Rep 2019; 9:14306. [PMID: 31586106 PMCID: PMC6778126 DOI: 10.1038/s41598-019-50743-7] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2019] [Accepted: 09/16/2019] [Indexed: 12/26/2022] Open
Abstract
Ovarian cancer is the leading cause of death among gynecological cancers, but is poorly amenable to preoperative diagnosis. In this study, we investigate the feasibility of "optical biopsy," using high-optical-resolution photoacoustic microscopy (OR-PAM) to quantify the microvasculature of ovarian and fallopian tube tissue. The technique is demonstrated using excised human ovary and fallopian tube specimens imaged immediately after surgery. Quantitative parameters are derived using Amira software. The parameters include three-dimensional vascular segment count, total volume and length, which are associated with tumor angiogenesis. Qualitative results of OR-PAM demonstrate that malignant ovarian tissue has larger and more tortuous blood vessels as well as smaller vessels of different sizes, while benign and normal ovarian tissue has smaller vessels of uniform size. Quantitative analysis shows that malignant ovaries have greater tumor vessel volume, length and number of segments, as compared with benign and normal ovaries. The vascular pattern of benign fallopian tube is different than that of benign ovarian tissue. Our initial results demonstrate the potential of OR-PAM as an imaging tool for fast assessment of ovarian tissue and fallopian tube and could avoid unnecessary surgery if the risk of the examined ovary is extremely low.
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Affiliation(s)
- Bin Rao
- Biomedical Engineering, Washington University, St Louis, MO, 63130, USA
- Applied Bioptics LLC, St Louis, MO, 63146, USA
| | - Xiandong Leng
- Biomedical Engineering, Washington University, St Louis, MO, 63130, USA
| | - Yifeng Zeng
- Biomedical Engineering, Washington University, St Louis, MO, 63130, USA
| | - Yixiao Lin
- Biomedical Engineering, Washington University, St Louis, MO, 63130, USA
| | - Ruimin Chen
- Department of Biomedical Engineering and Ophthalmology, University of Southern California, Los Angeles, CA, 90089, USA
| | - Qifa Zhou
- Department of Biomedical Engineering and Ophthalmology, University of Southern California, Los Angeles, CA, 90089, USA
| | - Andrea R Hagemann
- Department of Obstetrics & Gynecology, Washington University School of Medicine, St. Louis, MO, 63110, USA
| | - Lindsay M Kuroki
- Department of Obstetrics & Gynecology, Washington University School of Medicine, St. Louis, MO, 63110, USA
| | - Carolyn K McCourt
- Department of Obstetrics & Gynecology, Washington University School of Medicine, St. Louis, MO, 63110, USA
| | - David G Mutch
- Department of Obstetrics & Gynecology, Washington University School of Medicine, St. Louis, MO, 63110, USA
| | - Matthew A Powell
- Department of Obstetrics & Gynecology, Washington University School of Medicine, St. Louis, MO, 63110, USA
| | - Ian S Hagemann
- Department of Obstetrics & Gynecology, Washington University School of Medicine, St. Louis, MO, 63110, USA
- Department of Pathology & Immunology, Washington University School of Medicine, St. Louis, MO, 63110, USA
| | - Quing Zhu
- Biomedical Engineering, Washington University, St Louis, MO, 63130, USA.
- Department of Radiology, Washington University School of Medicine, St. Louis, MO, 63110, USA.
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Sawyer TW, Rice PFS, Sawyer DM, Koevary JW, Barton JK. Evaluation of segmentation algorithms for optical coherence tomography images of ovarian tissue. J Med Imaging (Bellingham) 2019; 6:014002. [PMID: 30746391 PMCID: PMC6350616 DOI: 10.1117/1.jmi.6.1.014002] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2018] [Accepted: 12/27/2018] [Indexed: 12/31/2022] Open
Abstract
Ovarian cancer has the lowest survival rate among all gynecologic cancers predominantly due to late diagnosis. Early detection of ovarian cancer can increase 5-year survival rates from 40% up to 92%, yet no reliable early detection techniques exist. Optical coherence tomography (OCT) is an emerging technique that provides depth-resolved, high-resolution images of biological tissue in real-time and demonstrates great potential for imaging of ovarian tissue. Mouse models are crucial to quantitatively assess the diagnostic potential of OCT for ovarian cancer imaging; however, due to small organ size, the ovaries must first be separated from the image background using the process of segmentation. Manual segmentation is time-intensive, as OCT yields three-dimensional data. Furthermore, speckle noise complicates OCT images, frustrating many processing techniques. While much work has investigated noise-reduction and automated segmentation for retinal OCT imaging, little has considered the application to the ovaries, which exhibit higher variance and inhomogeneity than the retina. To address these challenges, we evaluate a set of algorithms to segment OCT images of mouse ovaries. We examine five preprocessing techniques and seven segmentation algorithms. While all preprocessing methods improve segmentation, Gaussian filtering is most effective, showing an improvement of 32 % ± 1.2 % . Of the segmentation algorithms, active contours performs best, segmenting with an accuracy of 94.8 % ± 1.2 % compared with manual segmentation. Even so, further optimization could lead to maximizing the performance for segmenting OCT images of the ovaries.
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Affiliation(s)
- Travis W. Sawyer
- University of Arizona, College of Optical Sciences, Tucson, Arizona, United States
| | - Photini F. S. Rice
- University of Arizona, Department of Biomedical Engineering, Tucson, Arizona, United States
| | | | - Jennifer W. Koevary
- University of Arizona, Department of Biomedical Engineering, Tucson, Arizona, United States
| | - Jennifer K. Barton
- University of Arizona, College of Optical Sciences, Tucson, Arizona, United States
- University of Arizona, Department of Biomedical Engineering, Tucson, Arizona, United States
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Sawyer TW, Chandra S, Rice PFS, Koevary JW, Barton JK. Three-dimensional texture analysis of optical coherence tomography images of ovarian tissue. Phys Med Biol 2018; 63:235020. [PMID: 30511664 PMCID: PMC6934175 DOI: 10.1088/1361-6560/aaefd2] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/13/2023]
Abstract
Ovarian cancer has the lowest survival rate among all gynecologic cancers due to predominantly late diagnosis. Optical coherence tomography (OCT) has been applied successfully to experimentally image the ovaries in vivo; however, a robust method for analysis is still required to provide quantitative diagnostic information. Recently, texture analysis has proved to be a useful tool for tissue characterization; unfortunately, existing work in the scope of OCT ovarian imaging is limited to only analyzing 2D sub-regions of the image data, discarding information encoded in the full image area, as well as in the depth dimension. Here we address these challenges by testing three implementations of texture analysis for the ability to classify tissue type. First, we test the traditional case of extracted 2D regions of interest; then we extend this to include the entire image area by segmenting the organ from the background. Finally, we conduct a full volumetric analysis of the image volume using 3D segmented data. For each case, we compute features based on the Grey-Level Co-occurence Matrix and also by introducing a new approach that evaluates the frequency distribution in the image by computing the energy density. We test these methods on a mouse model of ovarian cancer to differentiate between age, genotype, and treatment. The results show that the 3D application of texture analysis is most effective for differentiating tissue types, yielding an average classification accuracy of 78.6%. This is followed by the analysis in 2D with the segmented image volume, yielding an average accuracy of 71.5%. Both of these improve on the traditional approach of extracting square regions of interest, which yield an average classification accuracy of 67.7%. Thus, applying texture analysis in 3D with a fully segmented image volume is the most robust approach to quantitatively characterizing ovarian tissue.
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Affiliation(s)
- Travis W Sawyer
- College of Optical Sciences, The University of Arizona, Tucson 85721, AZ, United States of America
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Naseri P, Alihemmati A, Rasta SH. How do red and infrared low-level lasers affect folliculogenesis cycle in rat's ovary tissue in comparison with clomiphene under in vivo condition. Lasers Med Sci 2017; 32:1971-1979. [PMID: 28801854 PMCID: PMC5682863 DOI: 10.1007/s10103-017-2296-5] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2017] [Accepted: 07/24/2017] [Indexed: 01/25/2023]
Abstract
Folliculogenesis is a cycle that produces the majority of oocyte. Any disruption to this cycle leads to ovulation diseases, like polycystic ovarian syndrome (PCOS). Treatments include drugs and surgery; lasers have also been used complementarily. Meanwhile, still there is no definite treatment for PCOS. This study investigated the photo-bio stimulation effect of near-infrared and red low-level laser on producing follicles and compared the result with result of using common drug, clomiphene. Therefore, the aim of this study was to propose the use of lasers autonomously treatment. So, there was one question: how do lasers affect folliculogenesis cycle in rat’s ovary tissue? In this study, 28 rats were assigned to four groups as follows: control (CT), clomiphene drug (D), red laser (RL), and near-infrared laser (NIRL). Afterwards, 14 rats of RL and NIRL groups received laser on the first 2 days of estrous cycle, each 6 days, for 48 days. During treatment period, each rat received energy density of 5 J/cm2. Seven rats in D group received clomiphene. After the experiment, lasers’ effects at two wavelengths of 630 and 810 nm groups have been investigated and compared with clomiphene and CT groups. Producing different follicles to complement folliculogenesis cycle increased in NIRL and RL groups, but this increase was significant only in the NIRL group. This indicates that NIRL increases ovarian activity to produce oocyte that certainly can be used in future studies for finding a cure to ovarian negligence to produce more oocyte and treat diseases caused by it like PCOS.
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Affiliation(s)
- Paria Naseri
- Department of Medical Physics and Department of Medical Bioengineering, Tabriz University of Medical Sciences, Tabriz, Iran
- Stem Cell Research Centre, Tabriz University of Medical Sciences, Tabriz, Iran
| | - Alireza Alihemmati
- Stem Cell Research Centre, Tabriz University of Medical Sciences, Tabriz, Iran
- Department of Anatomical Sciences, Histology and Embryology, Faculty of Medicine, Tabriz University of Medical Sciences, Tabriz, 51666 Iran
| | - Seyed Hossein Rasta
- Department of Medical Physics and Department of Medical Bioengineering, Tabriz University of Medical Sciences, Tabriz, Iran
- Stem Cell Research Centre, Tabriz University of Medical Sciences, Tabriz, Iran
- School of Medical Sciences, University of Aberdeen, Aberdeen, UK
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PAULINI FERNANDA, CHAVES SACHAB, RÔLO JOSÉLUIZJ, AZEVEDO RICARDOBDE, LUCCI CAROLINAM. Evaluation of ovarian structures using computerized microtomography. ACTA ACUST UNITED AC 2017; 89:2131-2139. [DOI: 10.1590/0001-3765201720150864] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2015] [Accepted: 06/22/2016] [Indexed: 12/19/2022]
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COMPROMISED FERTILITY IN FREE FEEDING OF WILD-CAUGHT NORWAY RATS (RATTUS NORVEGICUS) WITH A LIQUID BAIT CONTAINING 4-VINYLCYCLOHEXENE DIEPOXIDE AND TRIPTOLIDE. J Zoo Wildl Med 2017; 48:80-90. [PMID: 28363061 DOI: 10.1638/2015-0250.1] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
Wild rat pests in the environment cause crop and property damage and carry disease. Traditional methods of reducing populations of these pests involve poisons that can cause accidental exposures in other animals and humans. Fertility management with nonlethal chemicals would be an improved method of rat pest population control. Two chemicals known to target ovarian function in female rats are 4-vinylcyclohexene diepoxide (VCD) and triptolide. Additionally, triptolide impairs spermatogenesis in males. A liquid bait containing no active ingredients (control), or containing triptolide (0.001%) and VCD (0.109%; active) was prepared to investigate the potential use of these agents for wild rat pest population control. Liquid bait was made available to male (n = 8 control; n = 8 active) and female (n = 8 control; n = 8 active) Sprague Dawley rats ( Rattus norvegicus ) for oral consumption prior to breeding. Whereas, control bait-treated females produced normal-sized litters (10.0 ± 1.7 pups/litter), treated females delivered no pups. Wild Norway male (n = 20) and female (n = 20) rats ( Rattus norvegicus ) were trapped, individually housed, and one group given free access to control bait, one group to active bait. Following three cycles of treatment-matched mating pairs, females consuming control bait (control) produced normal litter sizes (9.73 ± 0.73 pups/litter). Females who had consumed active bait (treated) produced no litters on breeding cycles one and two; however, 2 of 10 females produced small litters on the third mating cycle. In a fourth breeding cycle, control females were crossmated with treated males, and treated females were crossmated with control males. In both groups, some dams produced litters, while others did not. The differences in response reflect a heterogeneity in return to cyclicity between females. These results suggest a potential approach to integrated pest management by compromising fertility, and could provide a novel alternative to traditional poisons for reducing populations of wild rat pests.
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Tate TH, Keenan M, Black J, Utzinger U, Barton JK. Ultraminiature optical design for multispectral fluorescence imaging endoscopes. JOURNAL OF BIOMEDICAL OPTICS 2017; 22:36013. [PMID: 28334332 PMCID: PMC5363790 DOI: 10.1117/1.jbo.22.3.036013] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/21/2016] [Accepted: 03/06/2017] [Indexed: 05/21/2023]
Abstract
A miniature wide-field multispectral endoscopic imaging system was developed enabling reflectance and fluorescence imaging over a broad wavelength range. At 0.8-mm diameter, the endoscope can be utilized for natural orifice imaging in small lumens such as the fallopian tubes. Five lasers from 250 to 642 nm are coupled into a 125 - ? m diameter multimode fiber and transmitted to the endoscope distal tip for illumination. Ultraviolet and blue wavelengths excite endogenous fluorophores, which can provide differential fluorescence emission images for health and disease. Visible wavelengths provide reflectance images that can be combined for pseudo-white-light imaging and navigation. Imaging is performed by a 300 - ? m diameter three-element lens system connected to a 3000-element fiber. The lens system was designed for a 70-deg full field of view, working distance from 3 mm to infinity, and 40% contrast at the Nyquist cutoff of the fiber bundle. Measured performance characteristics are near design goals. The endoscope was utilized to obtain example monochromatic, pseudo-white-light, and composite fluorescence images of phantoms and porcine reproductive tract. This work shows the feasibility of packaging a highly capable multispectral fluorescence imaging system into a miniature endoscopic system that may have applications in early detection of cancer.
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Affiliation(s)
- Tyler H. Tate
- University of Arizona, College of Optical Sciences, Tucson, Arizona, United States
| | - Molly Keenan
- University of Arizona, Biomedical Engineering, Tucson, Arizona, United States
| | - John Black
- Glannaventa Inc., San Mateo, California, United States
| | - Urs Utzinger
- University of Arizona, College of Optical Sciences, Tucson, Arizona, United States
- University of Arizona, Biomedical Engineering, Tucson, Arizona, United States
| | - Jennifer K. Barton
- University of Arizona, College of Optical Sciences, Tucson, Arizona, United States
- University of Arizona, Biomedical Engineering, Tucson, Arizona, United States
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11
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LeGendre-McGhee S, Rice PS, Wall RA, Sprute KJ, Bommireddy R, Luttman AM, Nagle RB, Abril ER, Farrell K, Hsu CH, Roe DJ, Gerner EW, Ignatenko NA, Barton JK. Time-serial Assessment of Drug Combination Interventions in a Mouse Model of Colorectal Carcinogenesis Using Optical Coherence Tomography. CANCER GROWTH AND METASTASIS 2015; 8:63-80. [PMID: 26396545 PMCID: PMC4562605 DOI: 10.4137/cgm.s21216] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/19/2015] [Revised: 07/05/2015] [Accepted: 07/07/2015] [Indexed: 02/07/2023]
Abstract
Optical coherence tomography (OCT) is a high-resolution, nondestructive imaging modality that enables time-serial assessment of adenoma development in the mouse model of colorectal cancer. In this study, OCT was utilized to evaluate the effectiveness of interventions with the experimental antitumor agent α-difluoromethylornithine (DFMO) and a nonsteroidal anti-inflammatory drug sulindac during early [chemoprevention (CP)] and late stages [chemotherapy (CT)] of colon tumorigenesis. Biological endpoints for drug interventions included OCT-generated tumor number and tumor burden. Immunochistochemistry was used to evaluate biochemical endpoints [Ki-67, cleaved caspase-3, cyclooxygenase (COX)-2, β-catenin]. K-Ras codon 12 mutations were studied with polymerase chain reaction-based technique. We demonstrated that OCT imaging significantly correlated with histological analysis of both tumor number and tumor burden for all experimental groups (P < 0.0001), but allows more accurate and full characterization of tumor number and burden growth rate because of its time-serial, nondestructive nature. DFMO alone or in combination with sulindac suppressed both the tumor number and tumor burden growth rate in the CP setting because of DFMO-mediated decrease in cell proliferation (Ki-67, P < 0.001) and K-RAS mutations frequency (P = 0.04). In the CT setting, sulindac alone and DFMO/sulindac combination were effective in reducing tumor number, but not tumor burden growth rate. A decrease in COX-2 staining in DFMO/sulindac CT groups (COX-2, P < 0.01) confirmed the treatment effect. Use of nondestructive OCT enabled repeated, quantitative evaluation of tumor number and burden, allowing changes in these parameters to be measured during CP and as a result of CT. In conclusion, OCT is a robust minimally invasive method for monitoring colorectal cancer disease and effectiveness of therapies in mouse models.
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Affiliation(s)
| | - Photini S Rice
- Department of Biomedical Engineering, University of Arizona, Tucson, AZ, USA
| | - R Andrew Wall
- College of Optical Sciences, University of Arizona, Tucson, AZ, USA
| | - Kyle J Sprute
- Department of Biomedical Engineering, University of Arizona, Tucson, AZ, USA
| | | | - Amber M Luttman
- College of Optical Sciences, University of Arizona, Tucson, AZ, USA
| | - Raymond B Nagle
- Department of Pathology, University of Arizona, Tucson, AZ, USA
| | - Edward R Abril
- University of Arizona Cancer Center, University of Arizona, Tucson, AZ, USA
| | - Katrina Farrell
- Department of Chemistry and Biochemistry, University of Arizona, Tucson, AZ, USA
| | - Chiu-Hsieh Hsu
- Mel and Enid Zuckerman College of Public Health, University of Arizona, Tucson, AZ, USA
| | - Denise J Roe
- University of Arizona Cancer Center, University of Arizona, Tucson, AZ, USA. ; Mel and Enid Zuckerman College of Public Health, University of Arizona, Tucson, AZ, USA
| | - Eugene W Gerner
- Department of Cellular and Molecular Medicine, University of Arizona, Tucson, AZ, USA
| | - Natalia A Ignatenko
- University of Arizona Cancer Center, University of Arizona, Tucson, AZ, USA. ; Department of Cellular and Molecular Medicine, University of Arizona, Tucson, AZ, USA
| | - Jennifer K Barton
- Department of Biomedical Engineering, University of Arizona, Tucson, AZ, USA. ; College of Optical Sciences, University of Arizona, Tucson, AZ, USA. ; University of Arizona Cancer Center, University of Arizona, Tucson, AZ, USA
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12
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Watanabe Y, Takakura K, Kurotani R, Abe H. Optical coherence tomography imaging for analysis of follicular development in ovarian tissue. APPLIED OPTICS 2015; 54:6111-6115. [PMID: 26193160 DOI: 10.1364/ao.54.006111] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/04/2023]
Abstract
We describe the application of optical coherence tomography (OCT) for noninvasive analysis of follicular development in mouse ovaries. Ovaries contain many follicles and oocytes. Quantification of follicles at various developmental stages is an indication of the ability of an ovary to provide oocytes capable of fertilization. Three-dimensional structural OCT images identified each developmental stage, from a primary follicle (50 μm in diameter) to an antral follicle (350 μm in diameter), in the ovary of a 25.5-day-old mouse. We discovered time-varying OCT signals at the oocytes that differentiated them from surrounding tissues. These signals were clearly enhanced by interframe intensity-based Doppler OCT techniques. The OCT technology was effective in analyzing the development of follicles and oocytes in ovaries.
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13
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Carbary-Ganz JL, Welge WA, Barton JK, Utzinger U. In vivo molecular imaging of colorectal cancer using quantum dots targeted to vascular endothelial growth factor receptor 2 and optical coherence tomography/laser-induced fluorescence dual-modality imaging. JOURNAL OF BIOMEDICAL OPTICS 2015; 20:096015. [PMID: 26397238 PMCID: PMC4963467 DOI: 10.1117/1.jbo.20.9.096015] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/21/2015] [Accepted: 08/17/2015] [Indexed: 05/27/2023]
Abstract
Optical coherence tomography/laser induced fluorescence (OCT/LIF) dual-modality imaging allows for minimally invasive, nondestructive endoscopic visualization of colorectal cancer in mice. This technology enables simultaneous longitudinal tracking of morphological (OCT) and biochemical (fluorescence) changes as colorectal cancer develops, compared to current methods of colorectal cancer screening in humans that rely on morphological changes alone. We have shown that QDot655 targeted to vascular endothelial growth factor receptor 2 (QD655-VEGFR2) can be applied to the colon of carcinogen-treated mice and provides significantly increased contrast between the diseased and undiseased tissue with high sensitivity and specificity ex vivo. QD655-VEGFR2 was used in a longitudinal in vivo study to investigate the ability to correlate fluorescence signal to tumor development. QD655-VEGFR2 was applied to the colon of azoxymethane (AOM-) or saline-treated control mice in vivo via lavage. OCT/LIF images of the distal colon were taken at five consecutive time points every three weeks after the final AOM injection. Difficulties in fully flushing unbound contrast agent from the colon led to variable background signal; however, a spatial correlation was found between tumors identified in OCT images, and high fluorescence intensity of the QD655 signal, demonstrating the ability to detect VEGFR2 expressing tumors in vivo.
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Affiliation(s)
- Jordan L. Carbary-Ganz
- University of Arizona, Biomedical Engineering, Thomas W. Keating Bioresearch Building, 1657 E Helen Street, Tucson, Arizona 84721, United States
| | - Weston A. Welge
- University of Arizona, Biomedical Engineering, Thomas W. Keating Bioresearch Building, 1657 E Helen Street, Tucson, Arizona 84721, United States
| | - Jennifer K. Barton
- University of Arizona, Biomedical Engineering, Thomas W. Keating Bioresearch Building, 1657 E Helen Street, Tucson, Arizona 84721, United States
| | - Urs Utzinger
- University of Arizona, Biomedical Engineering, Thomas W. Keating Bioresearch Building, 1657 E Helen Street, Tucson, Arizona 84721, United States
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14
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Wang T, Brewer M, Zhu Q. An overview of optical coherence tomography for ovarian tissue imaging and characterization. WILEY INTERDISCIPLINARY REVIEWS. NANOMEDICINE AND NANOBIOTECHNOLOGY 2015; 7:1-16. [PMID: 25329515 PMCID: PMC4268384 DOI: 10.1002/wnan.1306] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/15/2014] [Revised: 08/18/2014] [Accepted: 09/02/2014] [Indexed: 12/12/2022]
Abstract
Ovarian cancer has the lowest survival rate among all the gynecologic cancers because it is predominantly diagnosed at late stages due to the lack of reliable symptoms and efficacious screening techniques. Optical coherence tomography (OCT) is an emerging technique that provides high-resolution images of biological tissue in real time, and demonstrates great potential for imaging of ovarian tissue. In this article, we review OCT studies for visualization and diagnosis of human ovaries as well as quantitative extraction of ovarian tissue optical properties for classifying normal and malignant ovaries. OCT combined with other imaging modalities to further improve ovarian tissue diagnosis is also reviewed.
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Affiliation(s)
- Tianheng Wang
- Department of Electrical and Computer Engineering, University of Connecticut, Storrs, CT 06269, USA
| | - Molly Brewer
- Division of Gynecologic Oncology, University of Connecticut Health Center, Farmington, CT 06030, USA
| | - Quing Zhu
- Department of Electrical and Computer Engineering & Department of Biomedical Engineering, University of Connecticut, Storrs, CT 06269, USA
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15
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Welge WA, DeMarco AT, Watson JM, Rice PS, Barton JK, Kupinski MA. Diagnostic potential of multimodal imaging of ovarian tissue using optical coherence tomography and second-harmonic generation microscopy. J Med Imaging (Bellingham) 2014; 1:025501. [PMID: 25798444 DOI: 10.1117/1.jmi.1.2.025501] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/17/2023] Open
Abstract
Ovarian cancer is particularly deadly because it is usually diagnosed after it has metastasized. We have previously identified features of ovarian cancer using optical coherence tomography (OCT) and second-harmonic generation (SHG) microscopy (targeting collagen). OCT provides an image of the ovarian microstructure while SHG provides a high-resolution map of collagen fiber bundle arrangement. Here we investigated the diagnostic potential of dual-modality OCT and SHG imaging. We conducted a fully crossed, multi-reader, multi-case study using seven human observers. Each observer classified 44 ex vivo mouse ovaries (16 normal and 28 abnormal) as normal or abnormal from OCT, SHG, and simultaneously viewed, co-registered OCT and SHG images and provided a confidence rating on a six-point scale. We determined the average receiver operating characteristic (ROC) curves, area under the ROC curves (AUC), and other quantitative figures of merit. The results show that OCT has diagnostic potential with an average AUC of 0.91 ± 0.06. The average AUC for SHG was less promising at 0.71 ± 0.13. The average AUC for simultaneous OCT and SHG was not significantly different from OCT alone, possibly due to the limited SHG field of view. The high performance of OCT and co-registered OCT and SHG warrants further investigation.
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Affiliation(s)
- Weston A Welge
- The University of Arizona, College of Optical Sciences, 1630 E. University Blvd. Tucson, AZ 85721, 303-875-5632
| | - Andrew T DeMarco
- The University of Arizona, Department of Speech, Language, and Hearing Sciences, 1131 E. 2nd St. Tucson, AZ 85721, 267-474-0513
| | - Jennifer M Watson
- The University of Arizona, Department of Biomedical Engineering, 1657 E. Helen St. Tucson, AZ 85721, 520-626-2917
| | - Photini S Rice
- The University of Arizona, Department of Biomedical Engineering, 1657 E. Helen St. Tucson, AZ 85721, 520-626-4463
| | - Jennifer K Barton
- The University of Arizona, College of Optical Sciences, Department of Biomedical Engineering, 1657 E. Helen St. Tucson, AZ 85721, 520-626-4116
| | - Matthew A Kupinski
- The University of Arizona, College of Optical Sciences, 1630 E. University Blvd. Tucson, AZ 85721, 520-621-2967
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16
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Mattison SP, Kim W, Park J, Applegate BE. Molecular Imaging in Optical Coherence Tomography. CURRENT MOLECULAR IMAGING 2014; 3:88-105. [PMID: 25821718 PMCID: PMC4373611 DOI: 10.2174/2211555203666141117233442] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
Optical coherence tomography (OCT) is a medical imaging technique that provides tomographic images at micron scales in three dimensions and high speeds. The addition of molecular contrast to the available morphological image holds great promise for extending OCT's impact in clinical practice and beyond. Fundamental limitations prevent OCT from directly taking advantage of powerful molecular processes such as fluorescence emission and incoherent Raman scattering. A wide range of approaches is being researched to provide molecular contrast to OCT. Here we review those approaches with particular attention to those that derive their molecular contrast directly from modulation of the OCT signal. We also provide a brief overview of the multimodal approaches to gaining molecular contrast coincident with OCT.
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Affiliation(s)
| | | | - Jesung Park
- Department of Biomedical Engineering, Texas A&M University, 3120 TAMU, College Station, TX 77843
| | - Brian E. Applegate
- Department of Biomedical Engineering, Texas A&M University, 3120 TAMU, College Station, TX 77843
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17
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Wang T, Li Q, Xiao P, Ahn J, Kim YE, Park Y, Kim M, Song M, Chung E, Chung WK, Ahn GO, Kim S, Kim P, Myung SJ, Kim KH. Gradient index lens based combined two-photon microscopy and optical coherence tomography. OPTICS EXPRESS 2014; 22:12962-70. [PMID: 24921493 DOI: 10.1364/oe.22.012962] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/18/2023]
Abstract
We report a miniaturized probe-based combined two-photon microscopy (TPM) and optical coherence tomography (OCT) system. This system is to study the colorectal cancer in mouse models by visualizing both cellular and structural information of the colon in 3D with TPM and OCT respectively. The probe consisted of gradient index (GRIN) lenses and a 90° reflecting prism at its distal end for side-viewing, and it was added onto an objective lens-based TPM and OCT system. The probe was 2.2 mm in diameter and 60 mm in length. TPM imaging was performed by raster scanning of the excitation focus at the imaging speed of 15.4 frames/s. OCT imaging was performed by combining the linear sample translation and probe rotation along its axis. This miniaturized probe based dual-modal system was characterized with tissue phantoms containing fluorescent microspheres, and applied to image mouse colonic tissues ex vivo as a demonstration. As OCT and TPM provided structural and cellular information of the tissues respectively, this probe based multi-modal imaging system can be helpful for in vivo studies of preclinical animal models such as mouse colonic tumorigenesis.
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18
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Watson JM, Marion SL, Rice PF, Bentley DL, Besselsen DG, Utzinger U, Hoyer PB, Barton JK. In vivo time-serial multi-modality optical imaging in a mouse model of ovarian tumorigenesis. Cancer Biol Ther 2013; 15:42-60. [PMID: 24145178 DOI: 10.4161/cbt.26605] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022] Open
Abstract
Identification of the early microscopic changes associated with ovarian cancer may lead to development of a diagnostic test for high-risk women. In this study we use optical coherence tomography (OCT) and multiphoton microscopy (MPM) (collecting both two photon excited fluorescence [TPEF] and second harmonic generation [SHG]) to image mouse ovaries in vivo at multiple time points. We demonstrate the feasibility of imaging mouse ovaries in vivo during a long-term survival study and identify microscopic changes associated with early tumor development. These changes include alterations in tissue microstructure, as seen by OCT, alterations in cellular fluorescence and morphology, as seen by TPEF, and remodeling of collagen structure, as seen by SHG. These results suggest that a combined OCT-MPM system may be useful for early detection of ovarian cancer.
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Affiliation(s)
| | - Samuel L Marion
- Physiology Department; University of Arizona; Tucson, AZ USA
| | - Photini F Rice
- Biomedical Engineering; University of Arizona; Tucson, AZ USA
| | - David L Bentley
- Biomedical Engineering; University of Arizona; Tucson, AZ USA
| | | | - Urs Utzinger
- Biomedical Engineering; University of Arizona; Tucson, AZ USA
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19
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Watson JM, Marion SL, Rice PF, Utzinger U, Brewer MA, Hoyer PB, Barton JK. Two-photon excited fluorescence imaging of endogenous contrast in a mouse model of ovarian cancer. Lasers Surg Med 2013; 45:155-66. [PMID: 23362124 DOI: 10.1002/lsm.22115] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/03/2013] [Indexed: 11/10/2022]
Abstract
BACKGROUND AND OBJECTIVE Ovarian cancer has an extremely high mortality rate resulting from poor understanding of the disease. In order to aid understanding of disease etiology and progression, we identify the endogenous fluorophores present in a mouse model of ovarian cancer and describe changes in fluorophore abundance and distribution with age and disease. STUDY DESIGN/MATERIALS AND METHODS A mouse model of ovarian cancer was created by dosing with 4-vinylcyclohexene diepoxide, which induces follicular apoptosis (simulating menopause), and 7,12-dimethylbenz[a]anthracene, a known carcinogen. Imaging of ovarian tissue was completed ex vivo with a multiphoton microscope using excitation wavelength of 780 nm and emission collection from 405 to 505 nm. Two-photon excited fluorescence images and corresponding histologic sections with selective stains were used to identify endogenous fluorophores. RESULTS The majority of collected fluorescence emission was attributed to NADH and lipofuscin, with additional contributions from collagen and elastin. Dim cellular fluorescence from NADH did not show observable changes with age. Changes in ovarian morphology with disease development frequently caused increased fluorescence contributions from collagen and adipose tissue-associated NADH. Lipofuscin fluorescence was much brighter than NADH fluorescence and increased as a function of both age and disease. CONCLUSIONS Our finding of NADH fluorescence patterns similar to that seen previously in human ovary, combined with the observation of lipofuscin accumulation with age and disease also seen in human organs, suggests that the findings from this model may be relevant to human ovarian disease. Increased lipofuscin fluorescence might be used as an indicator of disease in the ovary and this finding warrants further study.
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20
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Lee HC, Liu JJ, Sheikine Y, Aguirre AD, Connolly JL, Fujimoto JG. Ultrahigh speed spectral-domain optical coherence microscopy. BIOMEDICAL OPTICS EXPRESS 2013; 4:1236-54. [PMID: 24009989 PMCID: PMC3756571 DOI: 10.1364/boe.4.001236] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/16/2013] [Revised: 06/12/2013] [Accepted: 06/12/2013] [Indexed: 05/22/2023]
Abstract
We demonstrate a compact, ultrahigh speed spectral-domain optical coherence microscopy (SD-OCM) system for multiscale imaging of specimens at 840 nm. Using a high speed 512-pixel line scan camera, an imaging speed of 210,000 A-scans per second was demonstrated. Interchangeable water immersion objectives with magnifications of 10×, 20×, and 40× provided co-registered en face cellular-resolution imaging over several size scales. Volumetric OCM data sets and en face OCM images were demonstrated on both normal and pathological human colon and kidney specimens ex vivo with an axial resolution of ~4.2 µm, and transverse resolutions of ~2.9 µm (10×), ~1.7 µm (20×), and ~1.1 µm (40×) in tissue. In addition, en face OCM images acquired with high numerical aperture over an extended field-of-view (FOV) were demonstrated using image mosaicking. Comparison between en face OCM images among different transverse and axial resolutions was demonstrated, which promises to help the design and evaluation of imaging performance of Fourier domain OCM systems at different resolution regimes.
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Affiliation(s)
- Hsiang-Chieh Lee
- Department of Electrical Engineering and Computer Science, and Research Laboratory of Electronics, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Jonathan J. Liu
- Department of Electrical Engineering and Computer Science, and Research Laboratory of Electronics, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Yuri Sheikine
- Department of Pathology, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA 02215, USA
- Alternative spelling of this author's name is Yury Sheykin
| | - Aaron D. Aguirre
- Department of Electrical Engineering and Computer Science, and Research Laboratory of Electronics, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Cardiovascular Division, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115, USA
| | - James L. Connolly
- Department of Pathology, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA 02215, USA
| | - James G. Fujimoto
- Department of Electrical Engineering and Computer Science, and Research Laboratory of Electronics, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
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21
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Frye JB, Lukefahr AL, Wright LE, Marion SL, Hoyer PB, Funk JL. Modeling perimenopause in Sprague-Dawley rats by chemical manipulation of the transition to ovarian failure. Comp Med 2012; 62:193-202. [PMID: 22776052 PMCID: PMC3364707] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2011] [Revised: 11/07/2011] [Accepted: 12/07/2011] [Indexed: 06/01/2023]
Abstract
Various age-related diseases increase in incidence during perimenopause. However, our understanding of the effects of aging compared with hormonal changes of perimenopause in mediating these disease risks is incomplete, in part due to the lack of an experimental perimenopause model. We therefore aimed to determine whether manipulation of the transition to ovarian failure in rats via the use of 4-vinylcyclohexene diepoxide (VCD) could be used to model and accelerate hormonal changes characteristic of perimenopause. We examined long-term (11 to 20 mo), dose-dependent effects of VCD on reproductive function in 1- and 3-mo-old female Sprague-Dawley rats. Twenty-five daily doses of VCD (80 or 160 mg/kg daily compared with vehicle alone) depleted ovarian follicles in a dose-dependent fashion in rats of both ages, accelerated the onset of acyclicity, and caused dose-dependent increases in follicle-stimulating hormone that exceeded those naturally occurring with age in control rats but left serum levels of 17β-estradiol unchanged, with continued ovarian production of androstenedione. High-dose VCD caused considerable nonovarian toxicities in 3-mo-old Sprague-Dawley rats, making this an unsuitable model. In contrast, 1-mo-old rats had more robust dose-dependent increases in follicle-stimulating hormone without evidence of systemic toxicity in response to either VCD dose. Because perimenopause is characterized by an increase in follicle-stimulating hormone with continued secretion of ovarian steroids, VCD acceleration of an analogous hormonal milieu in 1-mo-old Sprague-Dawley rats may be useful for probing the hormonal effects of perimenopause on age-related disease risk.
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Affiliation(s)
| | | | | | - Sam L Marion
- Physiology, College of Medicine, The University of Arizona, Tucson, Arizona
| | - Patricia B Hoyer
- Physiology, College of Medicine, The University of Arizona, Tucson, Arizona
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22
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Wall RA, Bonnema GT, Barton JK. Novel focused OCT-LIF endoscope. BIOMEDICAL OPTICS EXPRESS 2011; 2:421-30. [PMID: 21412448 PMCID: PMC3047348 DOI: 10.1364/boe.2.000421] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/14/2010] [Revised: 11/04/2010] [Accepted: 01/28/2011] [Indexed: 05/22/2023]
Abstract
Combined optical coherence tomography (OCT) and laser-induced fluorescence (LIF) endoscopy has shown higher sensitivity and specificity for distinguishing normal tissue from adenoma when compared to either modality alone. Endoscope optical design is complicated by the large wavelength difference between the two systems. A new high-resolution endoscope 2 mm in diameter is presented that can create focused beams from the ultraviolet to near-infrared. A reflective design ball lens operates achromatically over a large wavelength range, and employs TIR at two faces and reflection at a third internal mirrored face. The 1:1 imaging system obtains theoretically diffraction-limited spots for both the OCT (1300 nm) and LIF (325 nm) channels.
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Affiliation(s)
- R. Andrew Wall
- College of Optical Sciences, The University of Arizona,
1230 East Speedway Boulevard, Tucson, Arizona 85721, USA
| | - Garret T. Bonnema
- College of Optical Sciences, The University of Arizona,
1230 East Speedway Boulevard, Tucson, Arizona 85721, USA
| | - Jennifer K. Barton
- College of Optical Sciences, The University of Arizona,
1230 East Speedway Boulevard, Tucson, Arizona 85721, USA
- Department of Biomedical Engineering, The University of Arizona,
1230 East Speedway Boulevard, Tucson, Arizona 85721, USA
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