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Malone J, Tanskanen AS, Hill C, Zuckermann Cynamon A, Hoang L, MacAulay C, McAlpine JN, Lane PM. Multimodal Optical Imaging of Ex Vivo Fallopian Tubes to Distinguish Early and Occult Tubo-Ovarian Cancers. Cancers (Basel) 2024; 16:3618. [PMID: 39518057 PMCID: PMC11544883 DOI: 10.3390/cancers16213618] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2024] [Revised: 10/22/2024] [Accepted: 10/25/2024] [Indexed: 11/16/2024] Open
Abstract
Background: There are currently no effective screening measures to detect early or occult tubo-ovarian cancers, resulting in late-stage detection and high mortality. This work explores whether an optical imaging catheter can detect early-stage tubo-ovarian cancers or precursor lesions where they originate in the fallopian tubes. Methods: This device collects co-registered optical coherence tomography (OCT) and autofluorescence imaging (AFI). OCT provides three-dimensional assessment of underlying tissue structures; autofluorescence imaging provides functional contrast of endogenous fluorophores. Ex vivo fallopian tubes (n = 28; n = 7 cancer patients) are imaged; we present methods for the calculation of and analyze eleven imaging biomarkers related to fluorescence, optical attenuation, and OCT texture for their potential to detect tubo-ovarian cancers and other lesions of interest. Results: We visualize folded plicae, vessel-like structures, tissue layering, hemosiderin deposits, and regions of fibrotic change. High-grade serous ovarian carcinoma appears as reduced autofluorescence paired with homogenous OCT and reduced mean optical attenuation. Specimens containing cancerous lesions demonstrate a significant increase in median autofluorescence intensity and decrease in Shannon entropy compared to specimens with no lesion. Non-cancerous specimens demonstrate an increase in optical attenuation in the fimbriae when compared to the isthmus or the ampulla. Conclusions: We conclude that this approach shows promise and merits further investigation of its diagnostic potential.
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Affiliation(s)
- Jeanie Malone
- Department of Integrative Oncology, British Columbia Cancer Research Institute, 675 W 10th Avenue, Vancouver, BC V5Z 1L3, Canada (P.M.L.)
- School of Biomedical Engineering, University of British Columbia, 251-2222 Health Sciences Mall, Vancouver, BC V6T 1Z3, Canada
| | - Adrian S. Tanskanen
- Department of Integrative Oncology, British Columbia Cancer Research Institute, 675 W 10th Avenue, Vancouver, BC V5Z 1L3, Canada (P.M.L.)
- School of Biomedical Engineering, University of British Columbia, 251-2222 Health Sciences Mall, Vancouver, BC V6T 1Z3, Canada
| | - Chloe Hill
- Department of Integrative Oncology, British Columbia Cancer Research Institute, 675 W 10th Avenue, Vancouver, BC V5Z 1L3, Canada (P.M.L.)
- School of Engineering Science, Simon Fraser University, 8888 University Drive, Burnaby, BC V5A 1S6, Canada
| | - Allan Zuckermann Cynamon
- Department of Integrative Oncology, British Columbia Cancer Research Institute, 675 W 10th Avenue, Vancouver, BC V5Z 1L3, Canada (P.M.L.)
- School of Engineering Science, Simon Fraser University, 8888 University Drive, Burnaby, BC V5A 1S6, Canada
| | - Lien Hoang
- Department of Pathology and Laboratory Medicine, University of British Columbia and Vancouver General Hospital, 910 West 10 Avenue, Vancouver, BC V5Z 1M9, Canada
| | - Calum MacAulay
- Department of Integrative Oncology, British Columbia Cancer Research Institute, 675 W 10th Avenue, Vancouver, BC V5Z 1L3, Canada (P.M.L.)
- Department of Pathology and Laboratory Medicine, University of British Columbia and Vancouver General Hospital, 910 West 10 Avenue, Vancouver, BC V5Z 1M9, Canada
| | - Jessica N. McAlpine
- Department Obstetrics and Gynaecology, Division Gynecologic Oncology, University of British Columbia and BC Cancer, 2775 Laurel St, 6th Floor, Vancouver, BC V5Z 1M9, Canada
| | - Pierre M. Lane
- Department of Integrative Oncology, British Columbia Cancer Research Institute, 675 W 10th Avenue, Vancouver, BC V5Z 1L3, Canada (P.M.L.)
- School of Biomedical Engineering, University of British Columbia, 251-2222 Health Sciences Mall, Vancouver, BC V6T 1Z3, Canada
- School of Engineering Science, Simon Fraser University, 8888 University Drive, Burnaby, BC V5A 1S6, Canada
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Bozic I, Behr MR, Brown JQ. Quantitative and comparative assessment of dyes and protocols for rapid ex vivo microscopy of fresh tissues. Sci Rep 2024; 14:21376. [PMID: 39271788 PMCID: PMC11399393 DOI: 10.1038/s41598-024-72213-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2023] [Accepted: 09/04/2024] [Indexed: 09/15/2024] Open
Abstract
Using ex vivo microscopy, virtual pathology can improve histological procedures by providing pathology images in near real-time without tissue destruction. Several emerging and promising approaches leverage fast-acting small-molecule fluorescent stains to replicate traditional pathology structural contrast, combined with rapid optical sectioning microscopes. However, several vital challenges must be addressed to translate virtual pathology into the clinical environment. One such challenge is selecting robust, reliable, and repeatable staining protocols that can be adopted across institutions. In this work, we addressed the effects of dye selection and staining protocol on image quality in rapid point-of-care imaging settings. For this purpose, we used structured illumination microscopy to evaluate fluorescent dyes currently used in the field of ex vivo virtual pathology, in particular, studying the effects of staining protocol and temporal and photostability on image quality. We observed that DRAQ5 and SYBR gold provide higher image quality than TO-PRO3 and RedDot1 in the nuclear channel and Eosin Y515 in the extracellular/cytoplasmic channel than Atto488. Further, we found that TO-PRO3 and Eosin Y515 are less photostable than other dyes. Finally, we identify the optimal staining protocol for each dye and demonstrate pan-species generalizability.
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Affiliation(s)
- Ivan Bozic
- Department of Biomedical Engineering, Tulane University, New Orleans, 70118, USA
| | - Madeline R Behr
- Department of Biomedical Engineering, Tulane University, New Orleans, 70118, USA
| | - J Quincy Brown
- Department of Biomedical Engineering, Tulane University, New Orleans, 70118, USA.
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Rodriguez GC, Yozwiak M, Nelson OL, Zhang HH, Kim AA, Watkin W, Barton JK, Alberts DS. The karyometric signature is altered in fallopian tubes with serous tubal intraepithelial carcinoma. Gynecol Oncol 2024; 186:110-116. [PMID: 38640774 PMCID: PMC11216887 DOI: 10.1016/j.ygyno.2024.04.007] [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: 12/08/2023] [Revised: 04/01/2024] [Accepted: 04/08/2024] [Indexed: 04/21/2024]
Abstract
OBJECTIVE Recent evidence suggests that the fimbriated end of the fallopian tube harbors the precursor cells for many high-grade ovarian cancers, opening the door for development of better screening methods that directly assess the fallopian tube in women at risk for malignancy. Previously we have shown that the karyometric signature is abnormal in the fallopian tube epithelium in women at hereditary risk of ovarian cancer. In this study, we sought to determine whether the karyometric signature in serous tubal intraepithelial carcinoma (STIC) is significantly different from normal, and whether an abnormal karyometric signature can be detected in histologically normal tubal epithelial cells adjacent to STIC lesions. METHODS The karyometric signature was measured in epithelial cells from the proximal and fimbriated portion of the fallopian tube in fallopian tube specimens removed from women at: 1) average risk for ovarian cancer undergoing surgery for benign gynecologic indications (n = 37), 2) hereditary risk of ovarian cancer (germline BRCA alterations) undergoing risk-reducing surgery (n = 44), and 3) diagnosed with fimbrial STICs (n = 17). RESULTS The karyometric signature in tubes with fimbrial STICs differed from that of tubes with benign histology. The degree of karyometric alteration increased with increasing proximity to fimbrial STICs, ranging from moderate in the proximal portion of the tube, to greatest in both normal appearing fimbrial cells near STICs as well as in fimbrial STIC lesions. CONCLUSION These data demonstrate an abnormal karyometric signature in STICs that may extend beyond the STIC, potentially providing an opportunity for early detection of fallopian tube neoplasia.
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Affiliation(s)
- Gustavo C Rodriguez
- NorthShore University HealthSystem, Evanston, IL, United States; University of Chicago, Pritzker School of Medicine, Chicago, IL, United States.
| | - Michael Yozwiak
- University of Arizona, Department of Medicine, Tucson, AZ, United States
| | - Omar L Nelson
- NorthShore University HealthSystem, Evanston, IL, United States; University of Chicago, Pritzker School of Medicine, Chicago, IL, United States
| | - Hao Helen Zhang
- University of Arizona, Department of Mathematics, Tucson, AZ, United States; University of Arizona, Statistics and Data Science GIDP, Tucson, AZ, United States
| | - Ahyoung Amy Kim
- University of Arizona, Statistics and Data Science GIDP, Tucson, AZ, United States
| | - William Watkin
- NorthShore University HealthSystem, Evanston, IL, United States; University of Chicago, Pritzker School of Medicine, Chicago, IL, United States
| | - Jennifer K Barton
- University of Arizona, Department of Biomedical Engineering, Tucson, AZ, United States
| | - David S Alberts
- University of Arizona, Department of Medicine, Tucson, AZ, United States
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Gant KL, Patankar MS, Campagnola PJ. A Perspective Review: Analyzing Collagen Alterations in Ovarian Cancer by High-Resolution Optical Microscopy. Cancers (Basel) 2024; 16:1560. [PMID: 38672642 PMCID: PMC11048585 DOI: 10.3390/cancers16081560] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2024] [Revised: 04/10/2024] [Accepted: 04/11/2024] [Indexed: 04/28/2024] Open
Abstract
High-grade serous ovarian cancer (HGSOC) is the predominant subtype of ovarian cancer (OC), occurring in more than 80% of patients diagnosed with this malignancy. Histological and genetic analysis have confirmed the secretory epithelial of the fallopian tube (FT) as a major site of origin of HGSOC. Although there have been significant strides in our understanding of this disease, early stage detection and diagnosis are still rare. Current clinical imaging modalities lack the ability to detect early stage pathogenesis in the fallopian tubes and the ovaries. However, there are several microscopic imaging techniques used to analyze the structural modifications in the extracellular matrix (ECM) protein collagen in ex vivo FT and ovarian tissues that potentially can be modified to fit the clinical setting. In this perspective, we evaluate and compare the myriad of optical tools available to visualize these alterations and the invaluable insights these data provide on HGSOC initiation. We also discuss the clinical implications of these findings and how these data may help novel tools for early diagnosis of HGSOC.
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Affiliation(s)
- Kristal L. Gant
- Department of Obstetrics and Gynecology, University of Wisconsin-Madison, Madison, WI 53706, USA;
- Department of Biomedical Engineering, University of Wisconsin-Madison, Madison, WI 53706, USA
| | - Manish S. Patankar
- Department of Obstetrics and Gynecology, University of Wisconsin-Madison, Madison, WI 53706, USA;
- Carbone Cancer Center, University of Wisconsin-Madison, Madison, WI 53706, USA
| | - Paul J. Campagnola
- Department of Biomedical Engineering, University of Wisconsin-Madison, Madison, WI 53706, USA
- Carbone Cancer Center, University of Wisconsin-Madison, Madison, WI 53706, USA
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Thomas S, George JG, Ferranti F, Bhattacharya S. Metaoptics for aberration correction in microendoscopy. OPTICS EXPRESS 2024; 32:9686-9698. [PMID: 38571197 DOI: 10.1364/oe.514870] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/01/2023] [Accepted: 01/30/2024] [Indexed: 04/05/2024]
Abstract
Compact and minimally invasive scanning fiber endoscopy probes with micron-level resolution have great potential in detailed tissue interrogation and early disease diagnosis, which are key applications of confocal reflectance imaging at visible wavelengths. State-of-the-art imaging probes commonly employ refractive lens triplets or gradient refractive index (GRIN) lenses as the micro-objective. However, off-axis aberration emerges as a critical factor affecting resolution, especially at the extremities of the imaging field. In response to this challenge, we propose what we believe to be a novel design integrating a metasurface with the GRIN micro-objective to address optical aberrations during beam scan. The metasurface acts as a corrector element for optical aberrations in a fiber-scanning endoscope using the same fiber for excitation and collection. Modeling such hybrid refractive-metasurface designs requires the coupling of simulation techniques across macroscale and nanoscale optics, for which we used an Ansys simulation workflow platform. Operating at a wavelength of 644 nm, this metaoptical element serves as a thin and compact aberration correction surface, ensuring uniform resolution across the entire imaging field. Experimental results from our scanning fiber endoscopy system demonstrate a notable enhancement in optical performance both on-axis and off-axis, achieving a resolution of 3 µm at the center of the imaging field. Impressively, the resolution experiences only a modest degradation by a factor of 0.13 at the edge of the field of view compared to the center.
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Wang Y, Douville C, Chien YW, Wang BG, Chen CL, Pinto A, Smith SA, Drapkin R, Chui MH, Numan T, Vang R, Papadopoulos N, Wang TL, Shih IM. Aneuploidy Landscape in Precursors of Ovarian Cancer. Clin Cancer Res 2024; 30:600-615. [PMID: 38048050 DOI: 10.1158/1078-0432.ccr-23-0932] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2023] [Revised: 07/21/2023] [Accepted: 11/27/2023] [Indexed: 12/05/2023]
Abstract
PURPOSE Serous tubal intraepithelial carcinoma (STIC) is now recognized as the main precursor of ovarian high-grade serous carcinoma (HGSC). Other potential tubal lesions include p53 signatures and tubal intraepithelial lesions. We aimed to investigate the extent and pattern of aneuploidy in these epithelial lesions and HGSC to define the features that characterize stages of tumor initiation and progression. EXPERIMENTAL DESIGN We applied RealSeqS to compare genome-wide aneuploidy patterns among the precursors, HGSC (cases, n = 85), and histologically unremarkable fallopian tube epithelium (HU-FTE; control, n = 65). On the basis of a discovery set (n = 67), we developed an aneuploidy-based algorithm, REAL-FAST (Repetitive Element AneupLoidy Sequencing Fallopian Tube Aneuploidy in STIC), to correlate the molecular data with pathology diagnoses. We validated the result in an independent validation set (n = 83) to determine its performance. We correlated the molecularly defined precursor subgroups with proliferative activity and histology. RESULTS We found that nearly all p53 signatures lost the entire Chr17, offering a "two-hit" mechanism involving both TP53 and BRCA1 in BRCA1 germline mutation carriers. Proliferatively active STICs harbor gains of 19q12 (CCNE1), 19q13.2, 8q24 (MYC), or 8q arm, whereas proliferatively dormant STICs show 22q loss. REAL-FAST classified HU-FTE and STICs into 5 clusters and identified a STIC subgroup harboring unique aneuploidy that is associated with increased proliferation and discohesive growth. On the basis of a validation set, REAL-FAST showed 95.8% sensitivity and 97.1% specificity in detecting STIC/HGSC. CONCLUSIONS Morphologically similar STICs are molecularly distinct. The REAL-FAST assay identifies a potentially "aggressive" STIC subgroup harboring unique DNA aneuploidy that is associated with increased cellular proliferation and discohesive growth. REAL-FAST offers a highly reproducible adjunct technique to assist the diagnosis of STIC lesions.
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Affiliation(s)
- Yeh Wang
- Department of Pathology, Johns Hopkins Medical Institutions, Baltimore, Maryland
| | - Christopher Douville
- Department of Oncology, the Sidney Kimmel Cancer Center, Johns Hopkins University School of Medicine, Baltimore, Maryland
- The Ludwig Center, Johns Hopkins University School of Medicine, Baltimore, Maryland
- The Sol Goldman Pancreatic Cancer Research Center, Johns Hopkins University School of Medicine, Baltimore, Maryland
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins Medical Institutions, Baltimore, Maryland
| | - Yen-Wei Chien
- Department of Pathology, Johns Hopkins Medical Institutions, Baltimore, Maryland
| | - Brant G Wang
- Department of Pathology, Inova Fairfax Hospital, Falls Church, Virginia
- School of Medicine Inova Campus, University of Virginia, Falls Church, Virginia
- Department of Pathology, Georgetown University Medical Center, Washington, DC
| | - Chi-Long Chen
- Department of Pathology, College of Medicine, Taipei Medical University, Taipei, Taiwan
| | - Andre Pinto
- University of Miami Sylvester Comprehensive Cancer Center, Miami, Florida
| | - Saron Ann Smith
- Cascade Pathology Services, Legacy Health System, Portland, Oregon
| | - Ronny Drapkin
- Department of Obstetrics and Gynecology and Basser Center for BRCA, University of Pennsylvania, Philadelphia, Pennsylvania
| | - M Herman Chui
- Department of Pathology and Laboratory Medicine, Sloan-Kettering Cancer Center, New York, New York
| | - Tricia Numan
- Department of Pathology, Johns Hopkins Medical Institutions, Baltimore, Maryland
- Department of Pathology, Sibley Memorial Hospital, Washington, DC
| | - Russell Vang
- Department of Pathology, Johns Hopkins Medical Institutions, Baltimore, Maryland
| | - Nickolas Papadopoulos
- Department of Pathology, Johns Hopkins Medical Institutions, Baltimore, Maryland
- Department of Oncology, the Sidney Kimmel Cancer Center, Johns Hopkins University School of Medicine, Baltimore, Maryland
- The Ludwig Center, Johns Hopkins University School of Medicine, Baltimore, Maryland
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins Medical Institutions, Baltimore, Maryland
| | - Tian-Li Wang
- Department of Pathology, Johns Hopkins Medical Institutions, Baltimore, Maryland
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins Medical Institutions, Baltimore, Maryland
- Department of Gynecology and Obstetrics, Johns Hopkins Medical Institutions, Baltimore, Maryland
| | - Ie-Ming Shih
- Department of Pathology, Johns Hopkins Medical Institutions, Baltimore, Maryland
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins Medical Institutions, Baltimore, Maryland
- Department of Gynecology and Obstetrics, Johns Hopkins Medical Institutions, Baltimore, Maryland
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Tanskanen A, Malone J, MacAulay C, Lane P. Multipath artifacts enable angular contrast in multimodal endoscopic optical coherence tomography. OPTICS EXPRESS 2023; 31:44224-44245. [PMID: 38178499 DOI: 10.1364/oe.504854] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/01/2023] [Accepted: 11/29/2023] [Indexed: 01/06/2024]
Abstract
Multipath artifacts are inherent to double-clad fiber based optical coherence tomography (OCT), appearing as ghost images blurred in the A-line direction. They result from the excitation of higher-order inner-cladding modes in the OCT sample arm which cross-couple into the fundamental mode at discontinuities and thus are detected in single-mode fiber-based interferometers. Historically, multipath artifacts have been regarded as a drawback in single fiber endoscopic multimodal OCT systems as they degrade OCT quality. In this work, we reveal that multipath artifacts can be projected into high-quality two-dimensional en face images which encode high angle backscattering features. Using a combination of experiment and simulation, we characterize the coupling of Mie-range scatterers into the fundamental image (LP01 mode) and higher-order image (multipath artifact). This is validated experimentally through imaging of microspheres with an endoscopic multimodal OCT system. The angular dependence of the fundamental image and higher order image generated by the multipath artifact lays the basis for multipath contrast, a ratiometric measurement of differential coupling which provides information regarding the angular diversity of a sample. Multipath contrast images can be generated from OCT data where multipath artifacts are present, meaning that a wealth of clinical data can be retrospectively examined.
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Rocha AD, Drake WK, Rice PF, Long DJ, Shir H, Walton RHM, Reed MN, Galvez D, Gorman T, Heusinkveld JM, Barton JK. Iterative prototyping based on lessons learned from the falloposcope in vivo pilot study experience. JOURNAL OF BIOMEDICAL OPTICS 2023; 28:121206. [PMID: 37577082 PMCID: PMC10423010 DOI: 10.1117/1.jbo.28.12.121206] [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: 12/15/2022] [Revised: 07/26/2023] [Accepted: 07/27/2023] [Indexed: 08/15/2023]
Abstract
Significance High grade serous ovarian cancer is the most deadly gynecological cancer, and it is now believed that most cases originate in the fallopian tubes (FTs). Early detection of ovarian cancer could double the 5-year survival rate compared with late-stage diagnosis. Autofluorescence imaging can detect serous-origin precancerous and cancerous lesions in ex vivo FT and ovaries with good sensitivity and specificity. Multispectral fluorescence imaging (MFI) can differentiate healthy, benign, and malignant ovarian and FT tissues. Optical coherence tomography (OCT) reveals subsurface microstructural information and can distinguish normal and cancerous structure in ovaries and FTs. Aim We developed an FT endoscope, the falloposcope, as a method for detecting ovarian cancer with MFI and OCT. The falloposcope clinical prototype was tested in a pilot study with 12 volunteers to date to evaluate the safety and feasibility of FT imaging prior to standard of care salpingectomy in normal-risk volunteers. In this manuscript, we describe the multiple modifications made to the falloposcope to enhance robustness, usability, and image quality based on lessons learned in the clinical setting. Approach The ∼ 0.8 mm diameter falloposcope was introduced via a minimally invasive approach through a commercially available hysteroscope and introducing a catheter. A navigation video, MFI, and OCT of human FTs were obtained. Feedback from stakeholders on image quality and procedural difficulty was obtained. Results The falloposcope successfully obtained images in vivo. Considerable feedback was obtained, motivating iterative improvements, including accommodating the operating room environment, modifying the hysteroscope accessories, decreasing endoscope fragility and fiber breaks, optimizing software, improving fiber bundle images, decreasing gradient-index lens stray light, optimizing the proximal imaging system, and improving the illumination. Conclusions The initial clinical prototype falloposcope was able to image the FTs, and iterative prototyping has increased its robustness, functionality, and ease of use for future trials.
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Affiliation(s)
- Andrew D. Rocha
- The University of Arizona, Wyant College of Optical Science, Tucson, Arizona, United States
| | - William K. Drake
- The University of Arizona, Wyant College of Optical Science, Tucson, Arizona, United States
| | - Photini F. Rice
- The University of Arizona, Biomedical Engineering Department, Tucson, Arizona, United States
| | - Dilara J. Long
- The University of Arizona, Biomedical Engineering Department, Tucson, Arizona, United States
| | - Hasina Shir
- The University of Arizona, Biomedical Engineering Department, Tucson, Arizona, United States
| | - Ryan H. M. Walton
- The University of Arizona, Biomedical Engineering Department, Tucson, Arizona, United States
| | - Mary N. Reed
- The University of Arizona, Clinical and Translational Services, Tucson, Arizona, United States
| | - Dominique Galvez
- The University of Arizona, Wyant College of Optical Science, Tucson, Arizona, United States
| | - Taliah Gorman
- The University of Arizona, Biomedical Engineering Department, Tucson, Arizona, United States
| | - John M. Heusinkveld
- The University of Arizona, Department of Obstetrics and Gynecology, Tucson, Arizona, United States
| | - Jennifer K. Barton
- The University of Arizona, Wyant College of Optical Science, Tucson, Arizona, United States
- The University of Arizona, Biomedical Engineering Department, Tucson, Arizona, United States
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Editorial overview: Biomedical Engineering and Women’s Health - Breaking new ground in gender and sex-specific research. CURRENT OPINION IN BIOMEDICAL ENGINEERING 2022. [DOI: 10.1016/j.cobme.2022.100392] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
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