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Hou H, Carns J, Schwarz RA, Gillenwater AM, Anandasabapathy S, Richards-Kortum RR. Use of topical methylene blue to image nuclear morphometry with a low-cost scanning darkfield microendoscope. JOURNAL OF BIOMEDICAL OPTICS 2024; 29:050501. [PMID: 38774711 PMCID: PMC11107336 DOI: 10.1117/1.jbo.29.5.050501] [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: 02/15/2024] [Revised: 05/07/2024] [Accepted: 05/09/2024] [Indexed: 05/24/2024]
Abstract
Significance Fiber-optic microendoscopy is a promising approach to noninvasively visualize epithelial nuclear morphometry for early cancer and precancer detection. However, the broader clinical application of this approach is limited by a lack of topical contrast agents available for in vivo use. Aim The aim of this study was to evaluate the ability to image nuclear morphometry in vivo with a novel fiber-optic microendoscope used together with topical application of methylene blue (MB), a dye with FDA approval for use in chromoendoscopy in the gastrointestinal tract. Approach The low-cost, high-resolution microendoscope implements scanning darkfield imaging without complex optomechanical components by leveraging programmable illumination and the rolling shutter of the image sensor. We validate the integration of our system and MB staining for visualizing epithelial cell nuclei by performing ex vivo imaging on fresh animal specimens and in vivo imaging on healthy volunteers. Results The results indicate that scanning darkfield imaging significantly reduces specular reflection and resolves epithelial nuclei with enhanced image contrast and spatial resolution compared to non-scanning widefield imaging. The image quality of darkfield images with MB staining is comparable to that of fluorescence images with proflavine staining. Conclusions Our approach enables real-time microscopic evaluation of nuclear patterns and has the potential to be a powerful noninvasive tool for early cancer detection.
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Affiliation(s)
- Huayu Hou
- Rice University, Department of Bioengineering, Houston, Texas, United States
| | - Jennifer Carns
- Rice University, Department of Bioengineering, Houston, Texas, United States
| | - Richard A. Schwarz
- Rice University, Department of Bioengineering, Houston, Texas, United States
| | - Ann M. Gillenwater
- The University of Texas M.D. Anderson Cancer Center, Department of Head and Neck Surgery, Houston, Texas, United States
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Sabino AU, Safatle-Ribeiro AV, Lima SS, Marques CFS, Maluf-Filho F, Ramos AF. Machine Learning-Based Prediction of Responsiveness to Neoadjuvant Chemoradiotheapy in Locally Advanced Rectal Cancer Patients from Endomicroscopy. Crit Rev Oncog 2024; 29:53-63. [PMID: 38505881 DOI: 10.1615/critrevoncog.2023050075] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/21/2024]
Abstract
The protocol for treating locally advanced rectal cancer consists of the application of chemoradiotherapy (neoCRT) followed by surgical intervention. One issue for clinical oncologists is predicting the efficacy of neoCRT in order to adjust the dosage and avoid treatment toxicity in cases when surgery should be conducted promptly. Biomarkers may be used for this purpose along with in vivo cell-level images of the colorectal mucosa obtained by probe-based confocal laser endomicroscopy (pCLE) during colonoscopy. The aim of this article is to report our experience with Motiro, a computational framework that we developed for machine learning (ML) based analysis of pCLE videos for predicting neoCRT response in locally advanced rectal cancer patients. pCLE videos were collected from 47 patients who were diagnosed with locally advanced rectal cancer (T3/T4, or N+). The patients received neoCRT. Response to treatment by all patients was assessed by endoscopy along with biopsy and magnetic resonance imaging (MRI). Thirty-seven patients were classified as non-responsive to neoCRT because they presented a visible macroscopic neoplastic lesion, as confirmed by pCLE examination. Ten remaining patients were considered responsive to neoCRT because they presented lesions as a scar or small ulcer with negative biopsy, at post-treatment follow-up. Motiro was used for batch mode analysis of pCLE videos. It automatically characterized the tumoral region and its surroundings. That enabled classifying a patient as responsive or non-responsive to neoCRT based on pre-neoCRT pCLE videos. Motiro classified patients as responsive or non-responsive to neoCRT with an accuracy of ~ 0.62 when using images of the tumor. When using images of regions surrounding the tumor, it reached an accuracy of ~ 0.70. Feature analysis showed that spatial heterogeneity in fluorescence distribution within regions surrounding the tumor was the main contributor to predicting response to neoCRT. We developed a computational framework to predict response to neoCRT by locally advanced rectal cancer patients based on pCLE images acquired pre-neoCRT. We demonstrate that the analysis of the mucosa of the region surrounding the tumor provides stronger predictive power.
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Affiliation(s)
- Alan U Sabino
- Departamento de Radiologia e Oncologia, Instituto do Cancer do Estado de Sao Paulo, Hospital das Clinicas HCFMUSP, Faculdade de Medicina, Universidade de Sao Paulo, Sao Paulo 01246-000, SP, Brazil
| | - Adriana V Safatle-Ribeiro
- Departamento de Gastroenterologia, Instituto do Cancer do Estado de Sao Paulo, Hospital das Clinicas HCFMUSP, Faculdade de Medicina, Universidade de Sao Paulo, Sao Paulo 01246-000, SP, Brazil
| | - Suzylaine S Lima
- Escola de Artes, Ciencias e Humanidades, Universidade de Sao Paulo, Sao Paulo 03828-000, SP, Brazil
| | - Carlos F S Marques
- Departamento de Gastroenterologia, Instituto do Cancer do Estado de Sao Paulo, Hospital das Clinicas HCFMUSP, Faculdade de Medicina, Universidade de Sao Paulo, Sao Paulo 01246-000, SP, Brazil
| | - Fauze Maluf-Filho
- Departamento de Gastroenterologia, Instituto do Cancer do Estado de Sao Paulo, Hospital das Clinicas HCFMUSP, Faculdade de Medicina, Universidade de Sao Paulo, Sao Paulo 01246-000, SP, Brazil
| | - Alexandre F Ramos
- Departamento de Radiologia e Oncologia, Instituto do Cancer do Estado de Sao Paulo, Hospital das Clinicas HCFMUSP, Faculdade de Medicina, Universidade de Sao Paulo, Sao Paulo 01246-000, SP, Brazil; Escola de Artes, Ciencias e Humanidades, Universidade de Sao Paulo, Sao Paulo 03828-000, SP, Brazil
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3
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Erbes LA, Izaguirre MF, Casco VH, Adur J. Three-dimensional morphological characterization of colorectal pits from label-free microscopy images. Microsc Res Tech 2022; 85:1937-1948. [PMID: 35072317 DOI: 10.1002/jemt.24055] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2021] [Revised: 12/06/2021] [Accepted: 12/30/2021] [Indexed: 11/10/2022]
Abstract
The prognosis of colorectal cancer (CRC), one of the most prevalent pathologies worldwide, is linked to early detection. Kudo's pit pattern classification states morphological pit patterns of the Lieberkühn crypts by analyzing the superficial mucosa, predicting the histology of colorectal lesions. Its use as a highly accurate two-dimensional diagnostic criterion has increased, mostly involving expert endoscopists' judgment. The processing of autofluorescence images could allow the diagnostic, bypassing staining techniques and decreasing the biopsies, resources and times involved in the inspection. That criterion could be extended by data of the pit three-dimensional (3D) morphology. Thus, this work was aimed at obtaining 3D morphological information by quantifying geometrical and shape descriptors through software processing and analysis of widefield autofluorescence microscopy image stacks acquired by fresh colon tissue samples from a murine model of CRC. Statistical analyses included pits from control mice and from the second (2nd), fourth (4th), and eighth (8th) weeks of treatment. Statistically significant differences were found for almost all parameters between the pits from control and from the 4th treated week, stating that the major morphological changes begin after the 2nd week. In particular, pits from control or initial treatment time points were more tubular, straighter and less rough than the ones from later treatment points. Therefore, they may be more associated to normal or non-neoplastic crypt lumens than linked to adenomas or even cancer crypts. These preliminary outcomes could be considered an advance in 3D pit morphology characterization.
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Affiliation(s)
- Luciana A Erbes
- Instituto de Investigación y Desarrollo en Bioingeniería y Bioinformática (IBB), Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET) - UNER, Oro Verde, Entre Ríos, Argentina.,Laboratorio de Microscopia Aplicada a Estudios Moleculares y Celulares (LAMAE), Facultad de Ingeniería - Universidad Nacional de Entre Ríos (FI-UNER), Oro Verde, Entre Ríos, Argentina
| | - María F Izaguirre
- Laboratorio de Microscopia Aplicada a Estudios Moleculares y Celulares (LAMAE), Facultad de Ingeniería - Universidad Nacional de Entre Ríos (FI-UNER), Oro Verde, Entre Ríos, Argentina
| | - Víctor H Casco
- Instituto de Investigación y Desarrollo en Bioingeniería y Bioinformática (IBB), Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET) - UNER, Oro Verde, Entre Ríos, Argentina.,Laboratorio de Microscopia Aplicada a Estudios Moleculares y Celulares (LAMAE), Facultad de Ingeniería - Universidad Nacional de Entre Ríos (FI-UNER), Oro Verde, Entre Ríos, Argentina
| | - Javier Adur
- Instituto de Investigación y Desarrollo en Bioingeniería y Bioinformática (IBB), Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET) - UNER, Oro Verde, Entre Ríos, Argentina.,Laboratorio de Microscopia Aplicada a Estudios Moleculares y Celulares (LAMAE), Facultad de Ingeniería - Universidad Nacional de Entre Ríos (FI-UNER), Oro Verde, Entre Ríos, Argentina
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Photo-activated proflavine degrades protein and impairs enzyme activity: Involvement of hydroxyl radicals. Toxicol Rep 2022; 9:78-86. [PMID: 35024344 PMCID: PMC8724948 DOI: 10.1016/j.toxrep.2021.12.009] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2021] [Revised: 12/16/2021] [Accepted: 12/18/2021] [Indexed: 01/23/2023] Open
Abstract
Generation of hydroxyl radical (·OH) increased by proflavine upon illumination with fluorescent light. Proflavine resulted in oxidative modifications and degradation of protein and enzyme structure. The addition of Cu (II) augmented photo-illuminated proflavine to generate hydroxyl radicals. Proflavine-induced hydroxyl radicals have a deleterious influence on protein and enzyme activity.
Proflavine is a well-known antiseptic and bacteriostatic drug, however, it has the potential to be hazardous and mutagenic. Proflavine enters cells and intercalates between DNA base pairs, resulting in mutation and replication inhibition. Previously several investigators demonstrated that photo-activated proflavine generated double-stranded DNA breakage and protein structural alterations. The present study investigated the role of hydroxyl radical (·OH) due to activation of proflavine in the breakdown of protein and enzyme by photo-activated proflavine. The results show that the formation of hydroxyl radicals increased as the photo-illumination period increased, as did the concentrations of proflavine and Cu (II). As demonstrated by SDS-PAGE, the excess of free radicals due to proflavine resulted in oxidative modifications and degradation of BSA protein and trypsin enzyme. Additionally, with an increase in Cu (II) concentration, photo-illuminated proflavine induced a considerable loss of enzyme activity and also accelerated the degradation of the enzyme. Bathocuproine, a particular Cu (I)-sequestering agent, prevented protein degradation and enzyme inactivation. Hydroxyl radical scavengers inhibited the protein-damaging process, indicating that hydroxyl radicals play a substantial role in protein damage. The tryptophan moiety was quenched by proflavine, demonstrating that it binds to proteins and enzymes, changing their structure and activity. As a result, this study helps to better understand proflavine's deleterious influence on protein and enzyme degradation by oxygen-free radicals.
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Nedu ME, Tertis M, Cristea C, Georgescu AV. Methylene Blue and Proflavine as Intraarterial Marker for Functional Perforazome-Comparative Study. J Pers Med 2021; 11:147. [PMID: 33669636 PMCID: PMC7922966 DOI: 10.3390/jpm11020147] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2021] [Revised: 02/13/2021] [Accepted: 02/17/2021] [Indexed: 11/21/2022] Open
Abstract
Methylene blue (MB) is both a dye and a medicine known and used for a long time including as lymphatic tracer in melanoma and breast cancer for revealing sentinel lymph nodes. Proflavine (PRO) is an acriflavine dye, used as bacteriostatic disinfectant against many gram-positive bacteria that was also successfully applied to evaluate morphopathological changes in tissues. This study was performed on a group of twenty-eight Wistar rats and had as its main objective the in vivo evaluation of the use of MB and PRO as perforator tracers. The two dyes proved to be effective functional perforasome tracers with medium inflammatory infiltrate in the skin of the island perforator flap which heals perfectly at 14 days with complete absence of the inflammatory reaction. At the same injected amount, PRO seems to determine a greater inflammatory reaction compared with MB, but in smaller concentration, the inflammatory response is absent in the case of PRO. In conclusion, both substances tested within this in vivo study are good functional perforasome tracers, but PRO has the advantage of the absence of inflammatory reaction when using lower concentrations, while preserving unalerted its efficiency as tracer.
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Affiliation(s)
- Maria-Eliza Nedu
- Department of Plastic Surgery, Faculty of Medicine, Iuliu Haţieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania; (M.-E.N.); (A.V.G.)
| | - Mihaela Tertis
- Department of Analytical Chemistry, Faculty of Pharmacy, Iuliu Haţieganu University of Medicine and Pharmacy, 400349 Cluj-Napoca, Romania;
| | - Cecilia Cristea
- Department of Analytical Chemistry, Faculty of Pharmacy, Iuliu Haţieganu University of Medicine and Pharmacy, 400349 Cluj-Napoca, Romania;
| | - Alexandru Valentin Georgescu
- Department of Plastic Surgery, Faculty of Medicine, Iuliu Haţieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania; (M.-E.N.); (A.V.G.)
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Nedu ME, Tertis M, Cristea C, Georgescu AV. Comparative Study Regarding the Properties of Methylene Blue and Proflavine and Their Optimal Concentrations for In Vitro and In Vivo Applications. Diagnostics (Basel) 2020; 10:diagnostics10040223. [PMID: 32326607 PMCID: PMC7235860 DOI: 10.3390/diagnostics10040223] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2020] [Revised: 03/27/2020] [Accepted: 04/14/2020] [Indexed: 02/07/2023] Open
Abstract
Methylene blue and proflavine are fluorescent dyes used to stain nucleic acid from the molecular level to the tissue level. Already clinically used for sentinel node mapping, detection of neuroendocrine tumors, methemoglobinemia, septic shock, ifosfamide-induced encephalopathy, and photodynamic inactivation of RNA viruses, the antimicrobial, anti-inflammatory, and antioxidant effect of methylene blue has been demonstrated in different in vitro and in vivo studies. Proflavine was used as a disinfectant and bacteriostatic agent against many gram-positive bacteria, as well as a urinary antiseptic involved in highlighting cell nuclei. At the tissue level, the anti-inflammatory effects of methylene blue protect against pulmonary, renal, cardiac, pancreatic, ischemic-reperfusion lesions, and fevers. First used for their antiseptic and antiviral activity, respectively, methylene blue and proflavine turned out to be excellent dyes for diagnostic and treatment purposes. In vitro and in vivo studies demonstrated that both dyes are efficient as perfusion and tissue tracers and permitted to evaluate the minimal efficient concentration in different species, as well as their pharmacokinetics and toxicity. This review aims to identify the optimal concentrations of methylene blue and proflavine that can be used for in vivo experiments to highlight the vascularization of the skin in the case of a perforasome (both as a tissue tracer and in vascular mapping), as well as their effects on tissues. This review is intended to be a comparative and critical presentation of the possible applications of methylene blue (MB) and proflavine (PRO) in the surgical field, and the relevant biomedical findings from specialized literature to date are discussed as well.
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Affiliation(s)
- Maria-Eliza Nedu
- Department of Plastic Surgery, Faculty of Medicine, Iuliu Hațieganu University of Medicine and Pharmacy, 46-50 Viilor St., 400347 Cluj-Napoca, Romania; (M.-E.N.); (A.V.G.)
| | - Mihaela Tertis
- Department of Analytical Chemistry, Faculty of Pharmacy, Iuliu Hațieganu University of Medicine and Pharmacy, 4 Pasteur St., 400349 Cluj-Napoca, Romania;
| | - Cecilia Cristea
- Department of Analytical Chemistry, Faculty of Pharmacy, Iuliu Hațieganu University of Medicine and Pharmacy, 4 Pasteur St., 400349 Cluj-Napoca, Romania;
- Correspondence: ; Tel.: +40-264-597256
| | - Alexandru Valentin Georgescu
- Department of Plastic Surgery, Faculty of Medicine, Iuliu Hațieganu University of Medicine and Pharmacy, 46-50 Viilor St., 400347 Cluj-Napoca, Romania; (M.-E.N.); (A.V.G.)
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Gawedzinski J, Schmeler KM, Milbourne A, Ramalingam P, Moghaddam PA, Richards-Kortum R, Tkaczyk TS. Toward development of a large field-of-view cancer screening patch (CASP) to detect cervical intraepithelial neoplasia. BIOMEDICAL OPTICS EXPRESS 2019; 10:6145-6159. [PMID: 31853391 PMCID: PMC6913391 DOI: 10.1364/boe.10.006145] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/28/2019] [Revised: 10/24/2019] [Accepted: 10/27/2019] [Indexed: 06/10/2023]
Abstract
Cervical cancers are primarily diagnosed via colposcopy, in which the tissue is visually assessed by a clinician for abnormalities, followed by directed biopsies and histologic analysis of excised tissue. Optical biopsy technologies offer a less invasive method of imaging such that subcellular features can be resolved without removing tissue. These techniques, however, are limited in field-of-view by the distal end of the probe. We present a prototype that incorporates a rigid, machinable waveguide that is in direct contact with a fluorescently-labeled sample paired with a scanning fluorescent microscope. The system is capable of imaging large areas of tissue without the need to re-position the tissue-probe interface. A mosaicing algorithm was developed to quantify scanning shifts and stitch neighboring frames together to increase the field-of-view. Our prototype can yield a maximum axial resolution of <5 µm for individual frames and can produce mosaiced images with a field-of-view greater than 15 mm x 15 mm without sacrificing resolution. We validated the system with a 1951 USAF resolution target, fluorescent in vitro standards, and a patient study where ex vivo conization samples of squamous cervical epithelium were imaged. The results of the patient study indicate that architectural features of subcellular components could be detected and differentiated between normal tissue and precancerous lesions.
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Affiliation(s)
- John Gawedzinski
- Department of Bioengineering, Rice University, 6100 Main Street, Houston, TX 77005, USA
| | - Kathleen M. Schmeler
- Departments of Gynecologic Oncology and Pathology, The University of Texas M.D. Anderson Cancer Center, 1515 Holcombe Boulevard, Houston, TX 77030, USA
| | - Andrea Milbourne
- Departments of Gynecologic Oncology and Pathology, The University of Texas M.D. Anderson Cancer Center, 1515 Holcombe Boulevard, Houston, TX 77030, USA
| | - Preetha Ramalingam
- Department of Pathology, The University of Texas M.D.
Anderson Cancer Center, 1515 Holcombe Boulevard, Houston, TX 77030,
USA
| | - Parnian A. Moghaddam
- Department of Pathology and Laboratory Medicine, University of Texas Health Science Center, Lyndon B Johnson Hospital, 5656 Kelley St, Houston, TX 77026, USA
| | - Rebecca Richards-Kortum
- Department of Bioengineering, Rice University, 6100 Main Street, Houston, TX 77005, USA
- Department of Electrical and Computer Engineering, Rice University, 6100 Main Street, Houston, TX 77005, USA
| | - Tomasz S. Tkaczyk
- Department of Bioengineering, Rice University, 6100 Main Street, Houston, TX 77005, USA
- Department of Electrical and Computer Engineering, Rice University, 6100 Main Street, Houston, TX 77005, USA
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Tang Y, Kortum A, Vohra I, Carns J, Anandasabapathy S, Richards-Kortum R. Simple differential digital confocal aperture to improve axial response of line-scanning confocal microendoscopes. OPTICS LETTERS 2019; 44:4519-4522. [PMID: 31517920 PMCID: PMC6959477 DOI: 10.1364/ol.44.004519] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/02/2019] [Accepted: 08/13/2019] [Indexed: 05/24/2023]
Abstract
Line-scanning confocal microendoscopy offers video-rate cellular imaging of scattering tissue with relatively simple hardware, but its axial response is inferior to that of point-scanning systems. Based on Fourier optics theory, we designed differential confocal apertures with a simple subtraction technique to improve the line-scanning sectioning performance. Taking advantage of digital slit apertures on a digital light projector and a CMOS rolling shutter, we demonstrate real-time optical sectioning performance comparable to point scanning in a dual-camera microendoscope (<$6,000). We validate the background rejection capability when imaging porcine columnar epithelium stained with fluorescent contrast agents with different uptake mechanisms and staining properties.
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Prieto SP, Reed CL, James HM, Quinn KP, Muldoon TJ. Differences in colonic crypt morphology of spontaneous and colitis-associated murine models via second harmonic generation imaging to quantify colon cancer development. BMC Cancer 2019; 19:428. [PMID: 31072353 PMCID: PMC6507102 DOI: 10.1186/s12885-019-5639-8] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2018] [Accepted: 04/24/2019] [Indexed: 12/23/2022] Open
Abstract
Background Colorectal cancer remains the second leading cause of cancer death in the United States, and increased risk in patients with ulcerative colitis (a subset of inflammatory bowel disease) has motivated studies into early markers of dysplasia. The development of clinically translatable multiphoton imaging systems has allowed for the potential of in vivo label-free imaging of epithelial crypt structures via autofluorescence and/or second harmonic generation (SHG). SHG has been used to investigate collagen structures in various types of cancer, though the changes that colorectal epithelial collagen structures undergo during tumor development, specifically colitis-associated tumors, have not been fully investigated. Methods This study used two murine models, using A/J mice, one for spontaneous carcinoma and one for colitis-associated carcinoma, to investigate and quantify SHG image features that could potentially inform future study designs of endoscopic multiphoton imaging systems. The spontaneous tumor model comprised a series of six weekly injections of azoxymethane (AOM model). The colitis-associated tumor model comprised a single injection of AOM, followed by cycles of drinking water with dissolved dextran sodium sulfate salt (AOM-DSS model). SHG images of freshly resected murine colon were acquired with a multiphoton imaging system, and image features, such as crypt size, shape and distribution, were quantified using an automated algorithm. Results The comparison of quantified features of crypt morphology demonstrated the ability of our quantitative image feature algorithms to detect differences between spontaneous (AOM model) and colitis-associated (AOM-DSS model) murine colorectal tissue specimens. There were statistically significant differences in the mean and standard deviation of nearest neighbor (distance between crypts) and circularity between the Control cohort, AOM and AOM-DSS cohorts. We also saw significance between AOM and AOM-DSS cohorts when calculating nearest neighbor in images acquired at fixed depths. Conclusion The results provide insight into the ability of SHG imaging to yield relevant data about the crypt microstructure in colorectal epithelium, specifically the potential to distinguish between spontaneous and colitis-associated murine models using quantification of crypt shape and distribution, informing future design of translational multiphoton imaging systems and protocols. Electronic supplementary material The online version of this article (10.1186/s12885-019-5639-8) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Sandra P Prieto
- Biomedical Engineering Department, University of Arkansas, Fayetteville, AR, 72701, USA
| | - Cassandra L Reed
- Biomedical Engineering Department, University of Arkansas, Fayetteville, AR, 72701, USA
| | - Haley M James
- Biomedical Engineering Department, University of Arkansas, Fayetteville, AR, 72701, USA
| | - Kyle P Quinn
- Biomedical Engineering Department, University of Arkansas, Fayetteville, AR, 72701, USA
| | - Timothy J Muldoon
- Biomedical Engineering Department, University of Arkansas, Fayetteville, AR, 72701, USA.
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Tang Y, Polydorides AD, Anandasabapathy S, Richards-Kortum RR. Quantitative analysis of in vivo high-resolution microendoscopic images for the detection of neoplastic colorectal polyps. JOURNAL OF BIOMEDICAL OPTICS 2018; 23:1-6. [PMID: 30460794 PMCID: PMC6276307 DOI: 10.1117/1.jbo.23.11.116003] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/23/2018] [Accepted: 10/26/2018] [Indexed: 05/04/2023]
Abstract
Colonoscopy is routinely performed for colorectal cancer screening but lacks the capability to accurately characterize precursor lesions and early cancers. High-resolution microendoscopy (HRME) is a low-cost imaging tool to visualize colorectal polyps with subcellular resolution. We present a computer-aided algorithm to evaluate HRME images of colorectal polyps and classify neoplastic from benign lesions. Using histopathology as the gold standard, clinically relevant features based on luminal morphology and texture are quantified to build the classification algorithm. We demonstrate that adenomatous polyps can be identified with a sensitivity and specificity of 100% and 80% using a two-feature linear discriminant model in a pilot test set. The classification algorithm presented here offers an objective framework to detect adenomatous lesions in the colon with high accuracy and can potentially improve real-time assessment of colorectal polyps.
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Affiliation(s)
- Yubo Tang
- Rice University, Department of Bioengineering, Houston, Texas, United States
- Address all correspondence to: Yubo Tang, E-mail:
| | | | - Sharmila Anandasabapathy
- Baylor College of Medicine, Section of Gastroenterology and Hepatology, Houston, Texas, United States
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