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1.
Cancer ; 129(5): 714-727, 2023 03 01.
Article in English | MEDLINE | ID: mdl-36597662

ABSTRACT

BACKGROUND: Studies of the immune landscape led to breakthrough trials of programmed death-1 (PD-1) inhibitors for recurrent/metastatic head and neck squamous cell carcinoma therapy. This study investigated the timing, influence of somatic copy-number alterations (SCNAs), and clinical implications of PD-L1 and immune-cell patterns in oral precancer (OPC). METHODS: The authors evaluated spatial CD3, CD3/8, and CD68 density (cells/mm2 ) and PD-L1 (membranous expression in cytokeratin-positive intraepithelial neoplastic cells and CD68) patterns by multiplex immunofluorescence in a 188-patient prospective OPC cohort, characterized by clinical, histologic, and SCNA risk factors and protocol-specified primary end point of invasive cancer. The authors used Wilcoxon rank-sum and Fisher exact tests, linear mixed effect models, mediation, and Cox regression and recursive-partitioning analyses. RESULTS: Epithelial, but not CD68 immune-cell, PD-L1 expression was detected in 28% of OPCs, correlated with immune-cell infiltration, 9p21.3 loss of heterozygosity (LOH), and inferior oral cancer-free survival (OCFS), notably in OPCs with low CD3/8 cell density, dysplasia, and/or 9p21.3 LOH. High CD3/8 cell density in dysplastic lesions predicted better OCFS and eliminated the excess risk associated with prior oral cancer and dysplasia. PD-L1 and CD3/8 patterns revealed inferior OCFS in PD-L1 high intrinsic induction and dysplastic immune-cold subgroups. CONCLUSION: This report provides spatial insight into the immune landscape and drivers of OPCs, and a publicly available immunogenomic data set for future precancer interrogation. The data suggest that 9p21.3 LOH triggers an immune-hot inflammatory phenotype; whereas increased 9p deletion size encompassing CD274 at 9p24.1 may contribute to CD3/8 and PD-L1 depletion during invasive transition. The inferior OCFS in PD-L1-high, immune-cold OPCs support the development of T-cell recruitment strategies.


Subject(s)
Head and Neck Neoplasms , Mouth Neoplasms , Humans , B7-H1 Antigen , Biomarkers, Tumor/genetics , Biomarkers, Tumor/metabolism , Genomics , Head and Neck Neoplasms/metabolism , Lymphocytes, Tumor-Infiltrating , Mouth Neoplasms/genetics , Mouth Neoplasms/metabolism , Neoplasm Recurrence, Local/metabolism , Prospective Studies , Squamous Cell Carcinoma of Head and Neck/metabolism , Tumor Microenvironment/genetics
2.
Proc Natl Acad Sci U S A ; 117(52): 33051-33060, 2020 12 29.
Article in English | MEDLINE | ID: mdl-33318169

ABSTRACT

Microscopic evaluation of resected tissue plays a central role in the surgical management of cancer. Because optical microscopes have a limited depth-of-field (DOF), resected tissue is either frozen or preserved with chemical fixatives, sliced into thin sections placed on microscope slides, stained, and imaged to determine whether surgical margins are free of tumor cells-a costly and time- and labor-intensive procedure. Here, we introduce a deep-learning extended DOF (DeepDOF) microscope to quickly image large areas of freshly resected tissue to provide histologic-quality images of surgical margins without physical sectioning. The DeepDOF microscope consists of a conventional fluorescence microscope with the simple addition of an inexpensive (less than $10) phase mask inserted in the pupil plane to encode the light field and enhance the depth-invariance of the point-spread function. When used with a jointly optimized image-reconstruction algorithm, diffraction-limited optical performance to resolve subcellular features can be maintained while significantly extending the DOF (200 µm). Data from resected oral surgical specimens show that the DeepDOF microscope can consistently visualize nuclear morphology and other important diagnostic features across highly irregular resected tissue surfaces without serial refocusing. With the capability to quickly scan intact samples with subcellular detail, the DeepDOF microscope can improve tissue sampling during intraoperative tumor-margin assessment, while offering an affordable tool to provide histological information from resected tissue specimens in resource-limited settings.


Subject(s)
Carcinoma/pathology , Deep Learning , Image Processing, Computer-Assisted/methods , Mouth Neoplasms/pathology , Algorithms , Animals , Biopsy/instrumentation , Biopsy/methods , Biopsy/standards , Calibration , Humans , Image Processing, Computer-Assisted/instrumentation , Image Processing, Computer-Assisted/standards , Microscopy, Fluorescence/instrumentation , Microscopy, Fluorescence/methods , Microscopy, Fluorescence/standards , Swine
3.
Cancer ; 127(17): 3107-3112, 2021 09 01.
Article in English | MEDLINE | ID: mdl-33909292

ABSTRACT

BACKGROUND: Patients with locoregionally advanced oral cavity squamous cell carcinoma (OCSCC) have a poor survival outcome. Treatment involves extensive surgery, adjuvant radiation, or chemoradiation and results in high morbidity. In this study, the authors' objective was to evaluate their experience with induction chemotherapy (IC) in the treatment of locoregionally advanced OCSCC. METHODS: A retrospective review of the medical records of all patients with locoregionally advanced (stage III and IV) OCSCC who received IC followed by definitive local therapy was conducted. Outcomes included response to IC and survival. RESULTS: In total, 120 patients were included in the study. The overall stage was stage IV in 79.2% of patients. After 2 cycles of IC, 76 patients (63.3%) achieved at least a partial response, including 13 who had a complete response. Stable disease was observed in 30 patients (25%), and 14 patients (11.7%) had progressive disease. Among responders, 16 patients received definitive chemoradiation or radiation therapy, and 60 underwent surgical resection, of whom 15 had less extensive surgery than was originally planned. Overall, organ preservation was achieved in 40.8% of patients who had a favorable response to IC. The 5-year overall and disease-specific survival rates were 51.4% and 66.9%, respectively. Patients who had at least a partial response had better 5-year overall survival (60.1%) and disease-specific survival (78.5%) compared with nonresponders (33.8% and 46.4%, respectively). CONCLUSIONS: The results demonstrate a response rate to IC in patients with advanced OCSCC similar to what has been observed in patients with cancer in other head and neck subsites. Patients who achieved at least a partial response to IC had a more favorable outcome, with ensuing organ preservation. Further studies are warranted.


Subject(s)
Carcinoma, Squamous Cell , Head and Neck Neoplasms , Mouth Neoplasms , Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Carcinoma, Squamous Cell/drug therapy , Carcinoma, Squamous Cell/pathology , Cisplatin , Head and Neck Neoplasms/drug therapy , Humans , Induction Chemotherapy/methods , Mouth Neoplasms/drug therapy , Squamous Cell Carcinoma of Head and Neck/drug therapy , Treatment Outcome
4.
J Cutan Pathol ; 48(5): 674-679, 2021 May.
Article in English | MEDLINE | ID: mdl-33399228

ABSTRACT

The development of immune checkpoint inhibitor (ICI) therapy with anti-CTLA-4 and anti-PD-1/L1 monoclonal antibodies has led to a paradigm shift in cancer therapy. ICI neoadjuvant therapy followed by surgery has become the standard of care for several advanced-stage cancers. The pathology associated with ICI therapy is vast and includes neoadjuvant-associated tissue reactions and activation of tertiary lymphoid structures (TLSs) at the site of the tumor bed and off-target immune-related adverse events. TLSs are thought to recapitulate lymph node function and may act as localized immune machinery to mount an antitumor response. B-cell activation in TLSs during neoadjuvant ICI therapy has been correlated with antitumor response. We report a patient with a history of sarcomatoid squamous cell carcinoma treated with neoadjuvant ICI cemiplimab who developed clonal expansion of B-cells in the TLSs of the tumor bed. The TLSs morphologically mimicked a cutaneous marginal zone lymphoma with plasmacytic differentiation. Awareness of clonal expansion of B-cells in TLSs during neoadjuvant ICI therapy is critical to recognize a response to ICI therapy and to avoiding an incorrect diagnosis of low-grade B-cell lymphoma.


Subject(s)
Antibodies, Monoclonal, Humanized/adverse effects , Lymphoma, B-Cell, Marginal Zone/diagnosis , Skin Neoplasms/pathology , Tertiary Lymphoid Structures/pathology , Aged , Antibodies, Monoclonal, Humanized/therapeutic use , Antineoplastic Agents, Immunological/adverse effects , Antineoplastic Agents, Immunological/therapeutic use , Awareness , B-Lymphocytes/drug effects , Carcinoma, Squamous Cell/drug therapy , Carcinoma, Squamous Cell/surgery , Cell Differentiation/drug effects , Humans , Immunohistochemistry/methods , Male , Neoadjuvant Therapy , Plasma Cells/pathology , Sarcoma/pathology , Tertiary Lymphoid Structures/chemically induced , Treatment Outcome
6.
Int J Exp Pathol ; 101(1-2): 45-54, 2020 02.
Article in English | MEDLINE | ID: mdl-32436348

ABSTRACT

Oral cancer causes significant global mortality and has a five-year survival rate of around 64%. Poor prognosis results from late-stage diagnosis, highlighting an important need to develop better approaches to detect oral premalignant lesions (OPLs) and identify which OPLs are at highest risk of progression to oral squamous cell carcinoma (OSCC). An appropriate animal model that reflects the genetic, histologic, immunologic, molecular and gross visual features of human OSCC would aid in the development and evaluation of early detection and risk assessment strategies. Here, we present an experimental PIK3CA + 4NQO transgenic mouse model of oral carcinogenesis that combines the PIK3CA oncogene mutation with oral exposure to the chemical carcinogen 4NQO, an alternate experimental transgenic mouse model with PIK3CA as well as E6 and E7 mutations, and an existing wild-type mouse model based on oral exposure to 4NQO alone. We compare changes in dorsal and ventral tongue gross visual appearance, histologic features and molecular biomarker expression over a time course of carcinogenesis. Both transgenic models exhibit cytological and architectural features of dysplasia that mimic human disease and exhibit slightly increased staining for Ki-67, a cell proliferation marker. The PIK3CA + 4NQO model additionally exhibits consistent lymphocytic infiltration, presents with prominent dorsal and ventral tongue tumours, and develops cancer quickly relative to the other models. Thus, the PIK3CA + 4NQO model recapitulates the multistep genetic model of human oral carcinogenesis and host immune response in carcinogen-induced tongue cancer, making it a useful resource for future OSCC studies.


Subject(s)
Cell Transformation, Neoplastic/chemically induced , Cell Transformation, Neoplastic/genetics , Class I Phosphatidylinositol 3-Kinases/genetics , Mutation , Quinolones , Squamous Cell Carcinoma of Head and Neck/chemically induced , Squamous Cell Carcinoma of Head and Neck/genetics , Tongue Neoplasms/chemically induced , Tongue Neoplasms/genetics , 4-Nitroquinoline-1-oxide , Animals , Cell Proliferation , Cell Transformation, Neoplastic/pathology , Disease Models, Animal , Disease Progression , Lymphocytes/pathology , Mice, Inbred CBA , Mice, Transgenic , Oncogene Proteins, Viral/genetics , Squamous Cell Carcinoma of Head and Neck/pathology , Time Factors , Tongue Neoplasms/pathology
7.
Psychosom Med ; 78(1): 38-48, 2016 Jan.
Article in English | MEDLINE | ID: mdl-26632757

ABSTRACT

BACKGROUND: Studies have shown a modest relationship between depression and mortality in patients with cancer. Our study addressed methodological weaknesses in the literature by restricting the sample to patients with one cancer type, adjusting for factors known to affect outcome, and following up patients for a sufficient period. METHODS: We prospectively followed patients newly diagnosed with squamous cell oropharyngeal cancer from the start of radiation therapy until death or until date of last clinical visit. All patients were optimally treated with radiation and sometimes chemotherapy. After adjusting for tumor stage, treatment, comorbidities, smoking, excessive alcohol use, and demographic factors, we assessed the effects of baseline self-reported depression on overall survival and recurrence. RESULTS: One hundred thirty participants were followed for a median of 5 years. The average age was 56 years, and 83% were male. Eighteen participants died during the study and 15 experienced disease recurrence. Self-reported depression was associated with decreased overall survival duration (hazard ratio = 3.6, 95% confidence interval = 1.2-10.8) and disease recurrence (hazard ratio = 3.8, 95% confidence interval = 1.2-12.2) in multivariate analysis. In addition, smoking was associated with disease recurrence. CONCLUSIONS: Patients with oropharyngeal cancer may benefit from depression screening and evidence-based treatments, if appropriate. Future studies are needed to determine whether depression is an independent prognostic factor of outcome and to elucidate biobehavioral mechanisms involved in patients with oropharyngeal cancer.


Subject(s)
Carcinoma, Squamous Cell/epidemiology , Depression/epidemiology , Oropharyngeal Neoplasms/epidemiology , Adult , Aged , Carcinoma, Squamous Cell/drug therapy , Carcinoma, Squamous Cell/radiotherapy , Carcinoma, Squamous Cell/virology , Chemotherapy, Adjuvant , Combined Modality Therapy , Comorbidity , Female , Humans , Kaplan-Meier Estimate , Male , Middle Aged , Neoadjuvant Therapy , Oropharyngeal Neoplasms/drug therapy , Oropharyngeal Neoplasms/radiotherapy , Oropharyngeal Neoplasms/virology , Papillomaviridae/isolation & purification , Papillomavirus Infections/epidemiology , Prognosis , Prospective Studies , Recurrence , Risk Factors , Smoking/epidemiology , Treatment Outcome
8.
J Oncol Pharm Pract ; 22(1): 21-5, 2016 Feb.
Article in English | MEDLINE | ID: mdl-25113309

ABSTRACT

BACKGROUND AND PURPOSE: Proflavine hemisulfate solution is a fluorescence contrast agent to visualize cell nuclei using high-resolution optical imaging devices such as the high-resolution microendoscope. These devices provide real-time imaging to distinguish between normal versus neoplastic tissue. These images could be helpful for early screening of oral cancer and its precursors and to determine accurate margins of malignant tissue for ablative surgery. Extemporaneous preparation of proflavine solution for these diagnostic procedures requires preparation in batches and long-term storage to improve compounding efficiency in the pharmacy. However, there is a paucity of long-term stability data for proflavine contrast solutions. METHODS: The physical and chemical stability of 0.01% (10 mg/100 ml) proflavine hemisulfate solutions prepared in sterile water was determined following storage at refrigeration (4-8℃) and room temperature (23℃). Concentrations of proflavine were measured at predetermined time points up to 12 months using a validated stability-indicating high-performance liquid chromatography method. RESULTS: Proflavine solutions stored under refrigeration were physically and chemically stable for at least 12 months with concentrations ranging from 95% to 105% compared to initial concentration. However, in solutions stored at room temperature increased turbidity and particulates were observed in some of the tested vials at 9 months and 12 months with peak particle count reaching 17-fold increase compared to baseline. Solutions stored at room temperature were chemically stable up to six months (94-105%). CONCLUSION: Proflavine solutions at concentration of 0.01% were chemically and physically stable for at least 12 months under refrigeration. The solution was chemically stable for six months when stored at room temperature. We recommend long-term storage of proflavine solutions under refrigeration prior to diagnostic procedure.


Subject(s)
Contrast Media/chemistry , Drug Stability , Pharmaceutical Solutions/chemistry , Proflavine/chemistry , Drug Storage/methods , Mouth Neoplasms/drug therapy , Pharmaceutical Solutions/therapeutic use , Proflavine/therapeutic use , Refrigeration/methods
9.
Otolaryngol Head Neck Surg ; 170(2): 373-379, 2024 Feb.
Article in English | MEDLINE | ID: mdl-37717219

ABSTRACT

OBJECTIVE: To evaluate the feasibility, safety, and failure rate of Integra® Bilayer Wound Matrix (Integra) in the reconstruction of oral cavity defects. STUDY DESIGN: Retrospective cohort study. SETTING: All study information was collected from a single academic tertiary care hospital. METHODS: Subjects included adult patients who underwent oral cavity resection and immediate subsequent reconstruction with Integra® Bilayer Wound Matrix at MD Anderson Cancer Center between the years 2015 and 2020. The following variables were collected: patient's demographics, comorbidities, disease stage, treatment and reconstruction modalities, and surgical outcome from the medical records. Statistical analysis included distribution analysis for all collected parameters and Pearson's χ2 tests to find correlation between variables and take rate of Integra. RESULTS: Eighty-three patients underwent reconstruction with Integra® Bilayer Wound Matrix dressing. Average age was 66 years old. Thirty-nine patients (47%) had history of previous resections for oral cavity tumors. Fourteen patients (17%) had history of radiation therapy to the Head and Neck region. Most common pathology was invasive squamous cell carcinoma (75%) followed by dysplasia (12%). Complete wound healing with good cellular integration occurred in 83 patients (96%) with only 3 failures requiring additional surgery. Reconstruction of mandibulectomy defects was associated with increased risk of dehiscence and bone exposure (0.66, P = .03). CONCLUSION: This study shows promising results with high take rate of Integra® Bilayer Wound Matrix dressing in the reconstruction of various oral cavity defects. We encourage surgeons to adopt this technique as a viable and versatile option into the reconstruction ladder of oral cavity defects.


Subject(s)
Plastic Surgery Procedures , Adult , Humans , Aged , Collagen , Retrospective Studies , Feasibility Studies , Skin Transplantation/methods , Mouth
10.
J Biomed Opt ; 29(5): 050501, 2024 May.
Article in English | MEDLINE | ID: mdl-38774711

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.


Subject(s)
Methylene Blue , Methylene Blue/chemistry , Animals , Humans , Cell Nucleus , Fiber Optic Technology/instrumentation , Equipment Design , Endoscopy/methods , Endoscopy/instrumentation , Administration, Topical
11.
Nat Commun ; 15(1): 2935, 2024 Apr 05.
Article in English | MEDLINE | ID: mdl-38580633

ABSTRACT

Histopathology plays a critical role in the diagnosis and surgical management of cancer. However, access to histopathology services, especially frozen section pathology during surgery, is limited in resource-constrained settings because preparing slides from resected tissue is time-consuming, labor-intensive, and requires expensive infrastructure. Here, we report a deep-learning-enabled microscope, named DeepDOF-SE, to rapidly scan intact tissue at cellular resolution without the need for physical sectioning. Three key features jointly make DeepDOF-SE practical. First, tissue specimens are stained directly with inexpensive vital fluorescent dyes and optically sectioned with ultra-violet excitation that localizes fluorescent emission to a thin surface layer. Second, a deep-learning algorithm extends the depth-of-field, allowing rapid acquisition of in-focus images from large areas of tissue even when the tissue surface is highly irregular. Finally, a semi-supervised generative adversarial network virtually stains DeepDOF-SE fluorescence images with hematoxylin-and-eosin appearance, facilitating image interpretation by pathologists without significant additional training. We developed the DeepDOF-SE platform using a data-driven approach and validated its performance by imaging surgical resections of suspected oral tumors. Our results show that DeepDOF-SE provides histological information of diagnostic importance, offering a rapid and affordable slide-free histology platform for intraoperative tumor margin assessment and in low-resource settings.


Subject(s)
Deep Learning , Microscopy , Fluorescent Dyes , Hematoxylin , Eosine Yellowish-(YS)
12.
Adv Anat Pathol ; 20(6): 416-23, 2013 Nov.
Article in English | MEDLINE | ID: mdl-24113312

ABSTRACT

Proliferative verrucous leukoplakia (PVL) is a rare less recognized form of oral leukoplakia. Patients with this condition represent a unique clinically and pathologically progressive characteristic from conventional leukoplakia. Because of the lack of defined pathologic lesions, identifying patients with the early diagnosis of PVL is challenging. This is largely due to the overlapping clinical and pathologic early features with conventional multifocal leukoplakia with dysplasia. The diagnosis can only be achieved through the keen clinical observation of the temporal progression in individual patients to verrucous and/or conventional squamous carcinoma. We present a brief view of the clinicopathologic and biological characteristics of PVL and discuss diagnosis, differential diagnosis, and management.


Subject(s)
Leukoplakia, Oral/pathology , Aged , Carcinoma, Squamous Cell/pathology , Cell Transformation, Neoplastic/pathology , Diagnosis, Differential , Disease Progression , Female , Humans , Leukoplakia, Hairy/diagnosis , Leukoplakia, Oral/diagnosis , Leukoplakia, Oral/therapy , Lichen Planus, Oral/diagnosis , Male , Middle Aged , Precancerous Conditions/diagnosis , Precancerous Conditions/pathology
13.
Cancers (Basel) ; 15(15)2023 Jul 31.
Article in English | MEDLINE | ID: mdl-37568707

ABSTRACT

Head and neck squamous cell carcinoma (HNSCC), specifically in the oral cavity (oral squamous cell carcinoma, OSCC), is a common, complex cancer that significantly affects patients' quality of life. Early diagnosis typically improves prognoses yet relies on pathologist examination of histology images that exhibit high inter- and intra-observer variation. The advent of deep learning has automated this analysis, notably with object segmentation. However, techniques for automated oral dysplasia diagnosis have been limited to shape or cell stain information, without addressing the diagnostic potential in counting the number of cell layers in the oral epithelium. Our study attempts to address this gap by combining the existing U-Net and HD-Staining architectures for segmenting the oral epithelium and introducing a novel algorithm that we call Onion Peeling for counting the epithelium layer number. Experimental results show a close correlation between our algorithmic and expert manual layer counts, demonstrating the feasibility of automated layer counting. We also show the clinical relevance of oral epithelial layer number to grading oral dysplasia severity through survival analysis. Overall, our study shows that automated counting of oral epithelium layers can represent a potential addition to the digital pathology toolbox. Model generalizability and accuracy could be improved further with a larger training dataset.

14.
J Biomed Opt ; 28(1): 016002, 2023 01.
Article in English | MEDLINE | ID: mdl-36654656

ABSTRACT

Significance: Despite recent advances in multimodal optical imaging, oral imaging systems often do not provide real-time actionable guidance to the clinician who is making biopsy and treatment decisions. Aim: We demonstrate a low-cost, portable active biopsy guidance system (ABGS) that uses multimodal optical imaging with deep learning to directly project cancer risk and biopsy guidance maps onto oral mucosa in real time. Approach: Cancer risk maps are generated based on widefield autofluorescence images and projected onto the at-risk tissue using a digital light projector. Microendoscopy images are obtained from at-risk areas, and multimodal image data are used to calculate a biopsy guidance map, which is projected onto tissue. Results: Representative patient examples highlight clinically actionable visualizations provided in real time during an imaging procedure. Results show multimodal imaging with cancer risk and biopsy guidance map projection offers a versatile, quantitative, and precise tool to guide biopsy site selection and improve early detection of oral cancers. Conclusions: The ABGS provides direct visible guidance to identify early lesions and locate appropriate sites to biopsy within those lesions. This represents an opportunity to translate multimodal imaging into real-time clinically actionable visualizations to help improve patient outcomes.


Subject(s)
Mouth Neoplasms , Optical Imaging , Humans , Optical Imaging/methods , Early Detection of Cancer/methods , Mouth Neoplasms/diagnosis , Biopsy , Mouth Mucosa/pathology
15.
Biomed Opt Express ; 14(10): 5097-5112, 2023 Oct 01.
Article in English | MEDLINE | ID: mdl-37854554

ABSTRACT

Characterization of microvascular changes during neoplastic progression has the potential to assist in discriminating precancer and early cancer from benign lesions. Here, we introduce a novel high-resolution microendoscope that leverages scanning darkfield reflectance imaging to characterize angiogenesis without exogenous contrast agents. Scanning darkfield imaging is achieved by coupling programmable illumination with a complementary metal-oxide semiconductor (CMOS) camera rolling shutter, eliminating the need for complex optomechanical components and making the system portable, low-cost (<$5,500) and simple to use. Imaging depth is extended by placing a gradient-index (GRIN) lens at the distal end of the imaging fiber to resolve subepithelial microvasculature. We validated the capability of the scanning darkfield microendoscope to visualize microvasculature at different anatomic sites in vivo by imaging the oral cavity of healthy volunteers. Images of cervical specimens resected for suspected neoplasia reveal distinct microvascular patterns in columnar and squamous epithelium with different grades of precancer, indicating the potential of scanning darkfield microendoscopy to aid in efforts to prevent cervical cancer through early diagnosis.

16.
Cancer Med ; 12(6): 7508-7518, 2023 03.
Article in English | MEDLINE | ID: mdl-36721313

ABSTRACT

BACKGROUND: Oral leukoplakia (OL) is associated with an increased risk for oral cancer (OC) development. Prediction of OL cancer progression may contribute to decreased OC morbidity and mortality by favoring early intervention. Current OL progression risk assessment approaches face large interobserver variability and is weakly prognostic. We hypothesized that convolutional neural networks (CNN)-based histology image analyses could accelerate the discovery of better OC progression risk models. METHODS: Our CNN-based oral mucosa risk stratification model (OMRS) was trained to classify a set of nondysplastic oral mucosa (OM) and a set of OC H&E slides. As a result, the OMRS model could identify abnormal morphological features of the oral epithelium. By applying this model to OL slides, we hypothesized that the extent of OC-like features identified in the OL epithelium would correlate with its progression risk. The OMRS model scored and categorized the OL cohort (n = 62) into high- and low-risk groups. RESULTS: OL patients classified as high-risk (n = 31) were 3.98 (95% CI 1.36-11.7) times more likely to develop OC than low-risk ones (n = 31). Time-to-progression significantly differed between high- and low-risk groups (p = 0.003). The 5-year OC development probability was 21.3% for low-risk and 52.5% for high-risk patients. The predictive power of the OMRS model was sustained even after adjustment for age, OL site, and OL dysplasia grading (HR = 4.52, 1.5-13.7). CONCLUSION: The ORMS model successfully identified OL patients with a high risk of OC development and can potentially benefit OC early diagnosis and prevention policies.


Subject(s)
Deep Learning , Mouth Neoplasms , Humans , Leukoplakia, Oral/diagnostic imaging , Leukoplakia, Oral/etiology , Leukoplakia, Oral/pathology , Mouth Mucosa/pathology , Mouth Neoplasms/diagnostic imaging , Mouth Neoplasms/pathology , Prognosis
17.
Ann Surg Oncol ; 19(11): 3534-9, 2012 Oct.
Article in English | MEDLINE | ID: mdl-22492225

ABSTRACT

BACKGROUND: The efficacy of ablative surgery for head and neck squamous cell carcinoma (HNSCC) depends critically on obtaining negative margins. Although intraoperative "frozen section" analysis of margins is a valuable adjunct, it is expensive, time-consuming, and highly dependent on pathologist expertise. Optical imaging has potential to improve the accuracy of margins by identifying cancerous tissue in real time. Our goal was to determine the accuracy and inter-rater reliability of head and neck cancer specialists using high-resolution microendoscopic (HRME) images to discriminate between cancerous and benign mucosa. METHODS: Thirty-eight patients diagnosed with head and neck squamous cell carcinoma (HNSCC) were enrolled in this single-center study. HRME was used to image each specimen after application of proflavine, with concurrent standard histopathologic analysis. Images were evaluated for quality control, and a training set containing representative images of benign and neoplastic tissue was assembled. After viewing training images, seven head and neck cancer specialists with no previous HRME experience reviewed 36 test images and were asked to classify each. RESULTS: The mean accuracy of all reviewers in correctly diagnosing neoplastic mucosa was 97% (95% confidence interval (CI), 94-99%). The mean sensitivity and specificity were 98% (97-100%) and 92% (87-98%), respectively. The Fleiss kappa statistic for inter-rater reliability was 0.84 (0.77-0.91). CONCLUSIONS: Medical professionals can be quickly trained to use HRME to discriminate between benign and neoplastic mucosa in the head and neck. With further development, the HRME shows promise as a method of real-time margin determination at the point of care.


Subject(s)
Carcinoma, Squamous Cell/pathology , Endoscopes , Head and Neck Neoplasms/pathology , Image Enhancement/instrumentation , Mucous Membrane/pathology , Endoscopy , Fiber Optic Technology , Fluorescent Dyes , Humans , Microscopy/instrumentation , Observer Variation , Predictive Value of Tests , Proflavine , Sensitivity and Specificity , Single-Blind Method , Squamous Cell Carcinoma of Head and Neck
18.
Oral Oncol ; 135: 106232, 2022 12.
Article in English | MEDLINE | ID: mdl-36335817

ABSTRACT

OBJECTIVE: Optical imaging studies of oral premalignant lesions have shown that optical markers, including loss of autofluorescence and altered morphology of epithelial cell nuclei, are predictive of high-grade pathology. While these optical markers are consistently positive in lesions with moderate/severe dysplasia or cancer, they are positive only in a subset of lesions with mild dysplasia. This study compared the gene expression profiles of lesions with mild dysplasia (stratified by optical marker status) to lesions with severe dysplasia and without dysplasia. MATERIALS AND METHODS: Forty oral lesions imaged in patients undergoing oral surgery were analyzed: nine without dysplasia, nine with severe dysplasia, and 22 with mild dysplasia. Samples were submitted for high throughput gene expression analysis. RESULTS: The analysis revealed 116 genes differentially expressed among sites without dysplasia and sites with severe dysplasia; 50 were correlated with an optical marker quantifying altered nuclear morphology. Ten of 11 sites with mild dysplasia and positive optical markers (91%) had gene expression similar to sites with severe dysplasia. Nine of 11 sites with mild dysplasia and negative optical markers (82%) had similar gene expression as sites without dysplasia. CONCLUSION: This study suggests that optical imaging may help identify patients with mild dysplasia who require more intensive clinical follow-up. If validated, this would represent a significant advance in patient care for patients with oral premalignant lesions.


Subject(s)
Mouth Mucosa , Precancerous Conditions , Humans , Mouth Mucosa/pathology , Precancerous Conditions/pathology , Hyperplasia/pathology , Cell Nucleus/genetics , Cell Nucleus/pathology , Optical Imaging
19.
Head Neck ; 44(6): 1313-1323, 2022 06.
Article in English | MEDLINE | ID: mdl-35238096

ABSTRACT

OBJECTIVES: To analyze charges, complications, survival, and functional outcomes for definitive surgery of mandibular osteoradionecrosis (ORN). MATERIALS AND METHODS: Retrospective analysis of 76 patients who underwent segmental mandibulectomy with reconstruction from 2000 to 2009. RESULTS: Complications occurred in 49 (65%) patients and were associated with preoperative drainage (odds ratio [OR] 4.40, 95% confidence interval [CI] 1.01-19.27). The adjusted median charge was $343 000, and higher charges were associated with double flap reconstruction (OR 8.15, 95% CI 2.19-30.29) and smoking (OR 5.91, 95% CI 1.69-20.72). Improved swallow was associated with age <67 years (OR 3.76, 95% CI 1.16-12.17) and preoperative swallow (OR 3.42, 95% CI 1.23-9.51). Five-year ORN-recurrence-free survival was 93% while overall survival was 63% and associated with pulmonary disease (HR [hazard ratio] 3.57, 95% CI 1.43-8.94). CONCLUSIONS: Although recurrence of ORN is rare, surgical complications are common and charges are high. Poorer outcomes and higher charges are associated with preoperative factors.


Subject(s)
Osteoradionecrosis , Aged , Drainage , Humans , Mandible , Mandibular Osteotomy , Osteoradionecrosis/surgery , Retrospective Studies
20.
Oral Oncol ; 134: 106127, 2022 11.
Article in English | MEDLINE | ID: mdl-36155359

ABSTRACT

OBJECTIVES: We sought to determine overall survival (OS), prognostic factors, cost, and functional outcomes after surgery for locally recurrent oral cavity squamous cell carcinoma (OCSCC). MATERIALS AND METHODS: We retrospectively reviewed 399 cases of locally recurrent OCSCC from 1997 to 2011, of which 259 patients were treated with salvage surgery. Survival and prognostic factors were evaluated using univariable and multivariable Cox regression, the Kaplan-Meier method, and the log-rank test. RESULTS: The 5-year OS for patients undergoing surgical salvage, nonsurgical therapy, or supportive care was 44.2%, 1.5%, and 0%, respectively. For patients who underwent surgical salvage, 133 (51%) patients experienced a second recurrence at a median of 17 months. Factors associated with OS included disease-free interval ≤ 6 months (P =.0001), recurrent stage III-IV disease (P <.0001), and prior radiation (P =.0001). Patients with both advanced stage and prior radiation had a 23% 5-year OS, compared with 70% for those with neither risk (P <.001). Functionally, 85% of patients had > 80% speech intelligibility and 81% were able to eat by mouth following salvage surgery. Of the patients who required tracheostomy, 78% were decannulated. The adjusted median hospital and professional charges for patients were $129,696 (range $9,238-$956,818). CONCLUSIONS: Patients with recurrent OCSCC who underwent salvage surgery have favorable functional outcomes with half of alive at 5 years but poorer OS for advanced disease, disease-free interval ≤ 6 months, and prior radiation. Additionally, treatment is associated with high cost, and about half of patients ultimately develop another recurrence.


Subject(s)
Carcinoma, Squamous Cell , Head and Neck Neoplasms , Mouth Neoplasms , Carcinoma, Squamous Cell/surgery , Humans , Mouth Neoplasms/surgery , Neoplasm Recurrence, Local/pathology , Retrospective Studies , Salvage Therapy/methods , Squamous Cell Carcinoma of Head and Neck , Survival Rate
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