1
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Lovin BD, Page JC, Vrabec JT. Imaging of Alternobaric Facial Palsy: An Etiologic Hypothesis. Ann Otol Rhinol Laryngol 2023; 132:1059-1067. [PMID: 36278328 DOI: 10.1177/00034894221127499] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/20/2023]
Abstract
OBJECTIVE To report a case of alternobaric facial palsy (AFP) with a hyperpneumatized temporal bone and to review the relevant literature in order to propose a new facet of AFP pathogenesis. METHODS A patient with a hyperpneumatized temporal bone was found to have recurrent episodes of facial palsy associated with air travel. Systematic review of PubMed, Cochrane Library, and Embase characterized all articles related to transient facial palsy associated with altitude changes or diving with a focus on demographics and imaging findings. RESULTS A 25 year-old male was referred for recurrent facial palsy associated with commercial air travel. Imaging demonstrated a hyperpneumatized and well-aerated temporal bone. Total air cell volume was calculated to be 8.59 cc on the affected side. A systematic review of the literature identified 49 cases of AFP. Mean age was 34 years old and 80% were male. Twelve cases had imaging of the temporal bone for evaluation, of which 85% demonstrated at least 1 area of hyperpneumatization. Hyperpneumatization was most frequently encountered in the mastoid, zygomatic root, and inferior petrous apex. CONCLUSION Hyperpneumatization of the temporal bone is critical to AFP etiology as it predicts higher middle ear pressure, if atmospheric pressure changes cannot be equilibrated, via reduced efficacy of normal tympanic membrane pressure buffering. This hypothesis helps to better account for the rarity of the condition and male preponderance.
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Affiliation(s)
- Benjamin D Lovin
- Bobby R. Alford Department of Otolaryngology-Head and Neck Surgery, Baylor College of Medicine, Houston, TX, USA
| | - Joshua Cody Page
- Bobby R. Alford Department of Otolaryngology-Head and Neck Surgery, Baylor College of Medicine, Houston, TX, USA
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2
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Monroy GL, Won J, Shi J, Hill MC, Porter RG, Novak MA, Hong W, Khampang P, Kerschner JE, Spillman DR, Boppart SA. Automated classification of otitis media with OCT: augmenting pediatric image datasets with gold-standard animal model data. BIOMEDICAL OPTICS EXPRESS 2022; 13:3601-3614. [PMID: 35781950 PMCID: PMC9208614 DOI: 10.1364/boe.453536] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/11/2022] [Revised: 03/28/2022] [Accepted: 05/12/2022] [Indexed: 06/15/2023]
Abstract
Otitis media (OM) is an extremely common disease that affects children worldwide. Optical coherence tomography (OCT) has emerged as a noninvasive diagnostic tool for OM, which can detect the presence and quantify the properties of middle ear fluid and biofilms. Here, the use of OCT data from the chinchilla, the gold-standard OM model for the human disease, is used to supplement a human image database to produce diagnostically relevant conclusions in a machine learning model. Statistical analysis shows the datatypes are compatible, with a blended-species model reaching ∼95% accuracy and F1 score, maintaining performance while additional human data is collected.
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Affiliation(s)
- Guillermo L. Monroy
- Beckman Institute for Advanced
Science and Technology, 405 N Mathews Ave, Urbana, IL
61801, USA
| | - Jungeun Won
- Beckman Institute for Advanced
Science and Technology, 405 N Mathews Ave, Urbana, IL
61801, USA
- Department of Bioengineering,
University of Illinois at Urbana-Champaign,
1406 W Green St, Urbana, IL 61801, USA
| | - Jindou Shi
- Beckman Institute for Advanced
Science and Technology, 405 N Mathews Ave, Urbana, IL
61801, USA
- Department of Electrical and Computer
Engineering, University of Illinois at
Urbana-Champaign, 306 N Wright St, Urbana, IL 61801,
USA
| | - Malcolm C. Hill
- Carle Foundation
Hospital, 611 W Park St., Urbana, IL 61801, USA
| | - Ryan G. Porter
- Carle Foundation
Hospital, 611 W Park St., Urbana, IL 61801, USA
- Carle Illinois College of Medicine,
University of Illinois at Urbana-Champaign,
506 S. Mathews Ave., Urbana, IL 61801, USA
| | - Michael A. Novak
- Carle Foundation
Hospital, 611 W Park St., Urbana, IL 61801, USA
- Carle Illinois College of Medicine,
University of Illinois at Urbana-Champaign,
506 S. Mathews Ave., Urbana, IL 61801, USA
| | - Wenzhou Hong
- Department of Otolaryngology and
Communication Sciences, Medical College of
Wisconsin, Milwaukee, WI 53226, USA
| | - Pawjai Khampang
- Department of Otolaryngology and
Communication Sciences, Medical College of
Wisconsin, Milwaukee, WI 53226, USA
| | - Joseph E. Kerschner
- Department of Otolaryngology and
Communication Sciences, Medical College of
Wisconsin, Milwaukee, WI 53226, USA
- Division of Otolaryngology and Pediatric
Otolaryngology, Medical College of
Wisconsin, Milwaukee, WI 53226, USA
| | - Darold R. Spillman
- Beckman Institute for Advanced
Science and Technology, 405 N Mathews Ave, Urbana, IL
61801, USA
| | - Stephen A. Boppart
- Beckman Institute for Advanced
Science and Technology, 405 N Mathews Ave, Urbana, IL
61801, USA
- Department of Bioengineering,
University of Illinois at Urbana-Champaign,
1406 W Green St, Urbana, IL 61801, USA
- Department of Electrical and Computer
Engineering, University of Illinois at
Urbana-Champaign, 306 N Wright St, Urbana, IL 61801,
USA
- Carle Illinois College of Medicine,
University of Illinois at Urbana-Champaign,
506 S. Mathews Ave., Urbana, IL 61801, USA
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3
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Monroy GL, Fitzgerald ST, Locke A, Won J, Spillman DR, Ho A, Zaki FR, Choi H, Chaney EJ, Werkhaven JA, Mason KM, Mahadevan-Jansen A, Boppart SA. Multimodal Handheld Probe for Characterizing Otitis Media - Integrating Raman Spectroscopy and Optical Coherence Tomography. FRONTIERS IN PHOTONICS 2022; 3:929574. [PMID: 36479543 PMCID: PMC9720905 DOI: 10.3389/fphot.2022.929574] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/05/2023]
Abstract
Otitis media (OM) is a common disease of the middle ear, affecting 80% of children before the age of three. The otoscope, a simple illuminated magnifier, is the standard clinical diagnostic tool to observe the middle ear. However, it has limited contrast to detect signs of infection, such as clearly identifying and characterizing middle ear fluid or biofilms that accumulate within the middle ear. Likewise, invasive sampling of every subject is not clinically indicated nor practical. Thus, collecting accurate noninvasive diagnostic factors is vital for clinicians to deliver a precise diagnosis and effective treatment regimen. To address this need, a combined benchtop Raman spectroscopy (RS) and optical coherence tomography (OCT) system was developed. Together, RS-OCT can non-invasively interrogate the structural and biochemical signatures of the middle ear under normal and infected conditions.In this paper, in vivo RS scans from pediatric clinical human subjects presenting with OM were evaluated in parallel with RS-OCT data of physiologically relevant in vitro ear models. Component-level characterization of a healthy tympanic membrane and malleus bone, as well as OM-related middle ear fluid, identified the optimal position within the ear for RS-OCT data collection. To address the design challenges in developing a system specific to clinical use, a prototype non-contact multimodal handheld probe was built and successfully tested in vitro. Design criteria have been developed to successfully address imaging constraints imposed by physiological characteristics of the ear and optical safety limits. Here, we present the pathway for translation of RS-OCT for non-invasive detection of OM.
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Affiliation(s)
- Guillermo L. Monroy
- Beckman Institute for Advanced Science and Technology, University of Illinois Urbana-Champaign, Urbana, IL, United States
| | - Sean T. Fitzgerald
- Vanderbilt Biophotonics Center, Nashville, TN, United States
- Dept. Biomedical Engineering, Vanderbilt University, Nashville, TN, United States
| | - Andrea Locke
- Vanderbilt Biophotonics Center, Nashville, TN, United States
- Dept. Biomedical Engineering, Vanderbilt University, Nashville, TN, United States
| | - Jungeun Won
- Beckman Institute for Advanced Science and Technology, University of Illinois Urbana-Champaign, Urbana, IL, United States
- Dept. Bioengineering, University of Illinois Urbana-Champaign, Urbana, IL, United States
| | - Darold R. Spillman
- Beckman Institute for Advanced Science and Technology, University of Illinois Urbana-Champaign, Urbana, IL, United States
| | - Alexander Ho
- Beckman Institute for Advanced Science and Technology, University of Illinois Urbana-Champaign, Urbana, IL, United States
- Dept. Bioengineering, University of Illinois Urbana-Champaign, Urbana, IL, United States
| | - Farzana R. Zaki
- Beckman Institute for Advanced Science and Technology, University of Illinois Urbana-Champaign, Urbana, IL, United States
| | - Honggu Choi
- Beckman Institute for Advanced Science and Technology, University of Illinois Urbana-Champaign, Urbana, IL, United States
| | - Eric J. Chaney
- Beckman Institute for Advanced Science and Technology, University of Illinois Urbana-Champaign, Urbana, IL, United States
| | - Jay A. Werkhaven
- Dept. Otolaryngology, Vanderbilt University Medical Center, Nashville, TN, United States
| | - Kevin M. Mason
- Center for Microbial Pathogenesis, The Abigail Wexner Research Institute Nationwide Children’s Hospital, Columbus, OH, United States
| | - Anita Mahadevan-Jansen
- Vanderbilt Biophotonics Center, Nashville, TN, United States
- Dept. Biomedical Engineering, Vanderbilt University, Nashville, TN, United States
- Dept. Otolaryngology, Vanderbilt University Medical Center, Nashville, TN, United States
- Correspondence: Anita Mahadevan-Jansen, , Stephen A. Boppart,
| | - Stephen A. Boppart
- Beckman Institute for Advanced Science and Technology, University of Illinois Urbana-Champaign, Urbana, IL, United States
- Dept. Bioengineering, University of Illinois Urbana-Champaign, Urbana, IL, United States
- Dept. Electrical and Computer Engineering, University of Illinois Urbana-Champaign, Urbana, IL, United States
- Carle Illinois College of Medicine, University of Illinois Urbana-Champaign, Urbana, IL, United States
- Cancer Center at Illinois, University of Illinois Urbana-Champaign, Urbana, IL, United States
- Correspondence: Anita Mahadevan-Jansen, , Stephen A. Boppart,
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4
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Esposito S, Bianchini S, Argentiero A, Gobbi R, Vicini C, Principi N. New Approaches and Technologies to Improve Accuracy of Acute Otitis Media Diagnosis. Diagnostics (Basel) 2021; 11:2392. [PMID: 34943628 PMCID: PMC8700495 DOI: 10.3390/diagnostics11122392] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2021] [Revised: 12/10/2021] [Accepted: 12/17/2021] [Indexed: 12/18/2022] Open
Abstract
Several studies have shown that in recent years incidence of acute otitis media (AOM) has declined worldwide. However, related medical, social, and economic problems for patients, their families, and society remain very high. Better knowledge of potential risk factors for AOM development and more effective preventive interventions, particularly in AOM-prone children, can further reduce disease incidence. However, a more accurate AOM diagnosis seems essential to achieve this goal. Diagnostic uncertainty is common, and to avoid risks related to a disease caused mainly by bacteria, several children without AOM are treated with antibiotics and followed as true AOM cases. The main objective of this manuscript is to discuss the most common difficulties that presently limit accurate AOM diagnosis and the new approaches and technologies that have been proposed to improve disease detection. We showed that misdiagnosis can be dangerous or lead to relevant therapeutic mistakes. The need to improve AOM diagnosis has allowed the identification of a long list of technologies to visualize and evaluate the tympanic membrane and to assess middle-ear effusion. Most of the new instruments, including light field otoscopy, optical coherence tomography, low-coherence interferometry, and Raman spectroscopy, are far from being introduced in clinical practice. Video-otoscopy can be effective, especially when it is used in association with telemedicine, parents' cooperation, and artificial intelligence. Introduction of otologic telemedicine and use of artificial intelligence among pediatricians and ENT specialists must be strongly promoted in order to reduce mistakes in AOM diagnosis.
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Affiliation(s)
- Susanna Esposito
- Pediatric Clinic, Pietro Barilla Children’s Hospital, Department of Medicine and Surgery, University of Parma, Via Gramsci 14, 43126 Parma, Italy; (S.B.); (A.A.)
| | - Sonia Bianchini
- Pediatric Clinic, Pietro Barilla Children’s Hospital, Department of Medicine and Surgery, University of Parma, Via Gramsci 14, 43126 Parma, Italy; (S.B.); (A.A.)
| | - Alberto Argentiero
- Pediatric Clinic, Pietro Barilla Children’s Hospital, Department of Medicine and Surgery, University of Parma, Via Gramsci 14, 43126 Parma, Italy; (S.B.); (A.A.)
| | - Riccardo Gobbi
- Head-Neck and Oral Surgery Unit, Department of Head-Neck Surgery, Otolaryngology, Morgagni Piertoni Hospital, 47121 Forlì, Italy; (R.G.); (C.V.)
| | - Claudio Vicini
- Head-Neck and Oral Surgery Unit, Department of Head-Neck Surgery, Otolaryngology, Morgagni Piertoni Hospital, 47121 Forlì, Italy; (R.G.); (C.V.)
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5
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Assessing the Effect of Middle Ear Effusions on Wideband Acoustic Immittance Using Optical Coherence Tomography. Ear Hear 2021; 41:811-824. [PMID: 31634213 PMCID: PMC7165028 DOI: 10.1097/aud.0000000000000796] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
Wideband acoustic immittance (WAI) noninvasively assesses middle ear function by measuring the sound conduction over a range of audible frequencies. Although several studies have shown the potential of WAI for detecting the presence of middle ear effusions (MEEs), determining the effects of MEE type and amount on WAI in vivo has been challenging due to the anatomical location of middle ear cavity. The purpose of this study is to correlate WAI measurements with physical characteristics of the middle ear and MEEs determined by optical coherence tomography (OCT), a noninvasive optical imaging technique.
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6
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Kashani RG, Młyńczak MC, Zarabanda D, Solis-Pazmino P, Huland DM, Ahmad IN, Singh SP, Valdez TA. Shortwave infrared otoscopy for diagnosis of middle ear effusions: a machine-learning-based approach. Sci Rep 2021; 11:12509. [PMID: 34131163 PMCID: PMC8206083 DOI: 10.1038/s41598-021-91736-9] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2021] [Accepted: 05/04/2021] [Indexed: 02/05/2023] Open
Abstract
Otitis media, a common disease marked by the presence of fluid within the middle ear space, imparts a significant global health and economic burden. Identifying an effusion through the tympanic membrane is critical to diagnostic success but remains challenging due to the inherent limitations of visible light otoscopy and user interpretation. Here we describe a powerful diagnostic approach to otitis media utilizing advancements in otoscopy and machine learning. We developed an otoscope that visualizes middle ear structures and fluid in the shortwave infrared region, holding several advantages over traditional approaches. Images were captured in vivo and then processed by a novel machine learning based algorithm. The model predicts the presence of effusions with greater accuracy than current techniques, offering specificity and sensitivity over 90%. This platform has the potential to reduce costs and resources associated with otitis media, especially as improvements are made in shortwave imaging and machine learning.
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Affiliation(s)
- Rustin G. Kashani
- grid.168010.e0000000419368956Department of Otolaryngology-Head and Neck Surgery, Stanford University School of Medicine, 801 Welch Road, Palo Alto, CA 94304 USA
| | - Marcel C. Młyńczak
- grid.1035.70000000099214842Institute of Metrology and Biomedical Engineering, Faculty of Mechatronics, Warsaw University of Technology, Warsaw, Poland
| | - David Zarabanda
- grid.168010.e0000000419368956Department of Otolaryngology-Head and Neck Surgery, Stanford University School of Medicine, 801 Welch Road, Palo Alto, CA 94304 USA
| | - Paola Solis-Pazmino
- grid.168010.e0000000419368956Department of Otolaryngology-Head and Neck Surgery, Stanford University School of Medicine, 801 Welch Road, Palo Alto, CA 94304 USA
| | - David M. Huland
- grid.168010.e0000000419368956Department of Radiology, Stanford University School of Medicine, Palo Alto, CA USA
| | - Iram N. Ahmad
- grid.168010.e0000000419368956Department of Otolaryngology-Head and Neck Surgery, Stanford University School of Medicine, 801 Welch Road, Palo Alto, CA 94304 USA ,grid.414123.10000 0004 0450 875XLucile Packard Children’s Hospital, Palo Alto, CA USA
| | - Surya P. Singh
- grid.495560.b0000 0004 6003 8393Department of Biosciences and Bioengineering, Indian Institute of Technology Dharwad, Dharwad, Karnataka India
| | - Tulio A. Valdez
- grid.168010.e0000000419368956Department of Otolaryngology-Head and Neck Surgery, Stanford University School of Medicine, 801 Welch Road, Palo Alto, CA 94304 USA ,grid.414123.10000 0004 0450 875XLucile Packard Children’s Hospital, Palo Alto, CA USA
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7
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Won J, Porter RG, Novak MA, Youakim J, Sum A, Barkalifa R, Aksamitiene E, Zhang A, Nolan R, Shelton R, Boppart SA. In vivo dynamic characterization of the human tympanic membrane using pneumatic optical coherence tomography. JOURNAL OF BIOPHOTONICS 2021; 14:e202000215. [PMID: 33439538 PMCID: PMC7935452 DOI: 10.1002/jbio.202000215] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/04/2020] [Revised: 07/14/2020] [Accepted: 07/19/2020] [Indexed: 05/05/2023]
Abstract
Decreased mobility of the human eardrum, the tympanic membrane (TM), is an essential indicator of a prevalent middle ear infection. The current diagnostic method to assess TM mobility is via pneumatic otoscopy, which provides subjective and qualitative information of subtle motion. In this study, a handheld spectral-domain pneumatic optical coherence tomography system was developed to simultaneously measure the displacement of the TM, air pressure inputs applied to a sealed ear canal, and to perform digital pneumatic otoscopy. A novel approach based on quantitative parameters is presented to characterize spatial and temporal variations of the dynamic TM motion. Furthermore, the TM motions of normal middle ears are compared with those of ears with middle ear infections. The capability of noninvasively measuring the rapid motion of the TM is beneficial to understand the complex dynamics of the human TM, and can ultimately lead to improved diagnosis and management of middle ear infections.
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Affiliation(s)
- Jungeun Won
- Department of Bioengineering, University of Illinois at Urbana-Champaign, Urbana, Illinois
- Beckman Institute for Advanced Science and Technology, Urbana, Illinois
| | - Ryan G. Porter
- Department of Otolaryngology, Carle Foundation Hospital, Urbana, Illinois
| | - Michael A. Novak
- Department of Otolaryngology, Carle Foundation Hospital, Urbana, Illinois
| | - Jon Youakim
- Department of Pediatrics, Carle Foundation Hospital, Urbana, Illinois
| | - Ada Sum
- Department of Pediatrics, Carle Foundation Hospital, Urbana, Illinois
| | - Ronit Barkalifa
- Beckman Institute for Advanced Science and Technology, Urbana, Illinois
| | - Edita Aksamitiene
- Beckman Institute for Advanced Science and Technology, Urbana, Illinois
| | | | | | | | - Stephen A. Boppart
- Department of Bioengineering, University of Illinois at Urbana-Champaign, Urbana, Illinois
- Beckman Institute for Advanced Science and Technology, Urbana, Illinois
- PhotoniCare, Inc., Champaign, Illinois
- Department of Electrical and Computer Engineering, University of Illinois at Urbana-Champaign, Urbana, Illinois
- Carle Illinois College of Medicine, University of Illinois at Urbana-Champaign, Champaign, Illinois
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8
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Won J, Hong W, Khampang P, Spillman DR, Marshall S, Yan K, Porter RG, Novak MA, Kerschner JE, Boppart SA. Longitudinal optical coherence tomography to visualize the in vivo response of middle ear biofilms to antibiotic therapy. Sci Rep 2021; 11:5176. [PMID: 33664323 PMCID: PMC7933323 DOI: 10.1038/s41598-021-84543-9] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2020] [Accepted: 02/15/2021] [Indexed: 01/31/2023] Open
Abstract
Studying the impact of antibiotic treatment on otitis media (OM), the leading cause of primary care office visits during childhood, is critical to develop appropriate treatment strategies. Tracking dynamic middle ear conditions during antibiotic treatment is not readily applicable in patients, due to the limited diagnostic techniques available to detect the smaller amount and variation of middle ear effusion (MEE) and middle ear bacterial biofilm, responsible for chronic and recurrent OM. To overcome these challenges, a handheld optical coherence tomography (OCT) system has been developed to monitor in vivo response of biofilms and MEEs in the OM-induced chinchilla model, the standard model for human OM. As a result, the formation of MEE as well as biofilm adherent to the tympanic membrane (TM) was longitudinally assessed as OM developed. Various types of MEEs and biofilms in the chinchilla model were identified, which showed comparable features as those in humans. Furthermore, the effect of antibiotics on the biofilm as well as the amount and type of MEEs was investigated with low-dose and high-dose treatment (ceftriaxone). The capability of OCT to non-invasively track and examine middle ear conditions is highly beneficial for therapeutic OM studies and will lead to improved management of OM in patients.
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Affiliation(s)
- Jungeun Won
- grid.35403.310000 0004 1936 9991Department of Bioengineering, University of Illinois at Urbana-Champaign, Urbana, IL USA ,grid.35403.310000 0004 1936 9991Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, Urbana, IL USA
| | - Wenzhou Hong
- grid.30760.320000 0001 2111 8460Department of Otolaryngology and Communication Sciences, Medical College of Wisconsin, Milwaukee, WI USA
| | - Pawjai Khampang
- grid.30760.320000 0001 2111 8460Department of Otolaryngology and Communication Sciences, Medical College of Wisconsin, Milwaukee, WI USA
| | - Darold R. Spillman
- grid.35403.310000 0004 1936 9991Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, Urbana, IL USA
| | - Samuels Marshall
- grid.30760.320000 0001 2111 8460Department of Otolaryngology and Communication Sciences, Medical College of Wisconsin, Milwaukee, WI USA
| | - Ke Yan
- grid.30760.320000 0001 2111 8460Section of Quantitative Health Sciences, Department of Pediatrics, Medical College of Wisconsin, Milwaukee, WI USA
| | - Ryan G. Porter
- grid.413441.70000 0004 0476 3224Department of Otolaryngology, Carle Foundation Hospital, Urbana, IL USA ,grid.35403.310000 0004 1936 9991Carle Illinois College of Medicine, University of Illinois at Urbana-Champaign, Champaign, IL USA
| | - Michael A. Novak
- grid.413441.70000 0004 0476 3224Department of Otolaryngology, Carle Foundation Hospital, Urbana, IL USA ,grid.35403.310000 0004 1936 9991Carle Illinois College of Medicine, University of Illinois at Urbana-Champaign, Champaign, IL USA
| | - Joseph E. Kerschner
- grid.30760.320000 0001 2111 8460Department of Otolaryngology and Communication Sciences, Medical College of Wisconsin, Milwaukee, WI USA ,grid.30760.320000 0001 2111 8460Division of Otolaryngology and Pediatric Otolaryngology, Medical College of Wisconsin, Milwaukee, WI USA
| | - Stephen A. Boppart
- grid.35403.310000 0004 1936 9991Department of Bioengineering, University of Illinois at Urbana-Champaign, Urbana, IL USA ,grid.35403.310000 0004 1936 9991Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, Urbana, IL USA ,grid.35403.310000 0004 1936 9991Carle Illinois College of Medicine, University of Illinois at Urbana-Champaign, Champaign, IL USA ,grid.35403.310000 0004 1936 9991Department of Electrical and Computer Engineering, University of Illinois at Urbana-Champaign, Urbana, IL USA
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9
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Won J, Huang PC, Boppart SA. Phase-based Eulerian motion magnification reveals eardrum mobility from pneumatic otoscopy without sealing the ear canal. JPHYS PHOTONICS 2020; 2:034004. [PMID: 33005863 PMCID: PMC7523468 DOI: 10.1088/2515-7647/ab8a59] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/04/2023] Open
Abstract
Pneumatic otoscopy is the recommended diagnostic method for middle ear infections. Physicians use a pneumatic otoscope to assess the position of the eardrum (bulging or retraction) as well as the eardrum mobility while an insufflation bulb is squeezed to generate air pressure changes in a sealed ear canal. While pneumatic otoscopy provides increased sensitivity and specificity by detecting decreased eardrum mobility, there exist many challenges to correctly perform and interpret results. For example, the ear canal must be sealed using a specialized ear speculum to deliver sufficiently large pressure changes that can induce visible movements of an eardrum. To overcome this challenge, video motion magnification is proposed to amplify pneumatic-induced motions of the eardrum without sealing of the ear canal. Pneumatic otoscopy is performed on adult subjects using a smartphone camera with an otoscope attachment at 60 frames per second, with pressure inputs at 5 Hz. Phase-based Eulerian motion magnification is applied to magnify spatiotemporal dependent motions in the video. As a result, the motion magnification of unsealed pneumatic otoscopy reveals comparable eardrum motions as in standard pneumatic otoscopy with a sealed ear canal. Furthermore, the estimated motions (in pixels) are quantified to examine the spatial and the temporal variations of the eardrum motions. The motion magnification may avoid the need for sealing the ear canal as well as decrease patient discomfort in pneumatic otoscopy, improving the capability and the usability as a point-of-care diagnostic tool in primary care and otology.
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Affiliation(s)
- Jungeun Won
- Department of Bioengineering, University of Illinois at Urbana-Champaign, Urbana, IL
- Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, Urbana, IL
| | - Pin-Chieh Huang
- Department of Bioengineering, University of Illinois at Urbana-Champaign, Urbana, IL
- Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, Urbana, IL
| | - Stephen A Boppart
- Department of Bioengineering, University of Illinois at Urbana-Champaign, Urbana, IL
- Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, Urbana, IL
- Department of Electrical and Computer Engineering, University of Illinois at Urbana-Champaign, Urbana, IL
- Carle Illinois College of Medicine, University of Illinois at Urbana-Champaign, Champaign, IL
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10
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Gisselsson-Solén M, Tähtinen PA, Ryan AF, Mulay A, Kariya S, Schilder AG, Valdez TA, Brown S, Nolan RM, Hermansson A, van Ingen G, Marom T. Panel 1: Biotechnology, biomedical engineering and new models of otitis media. Int J Pediatr Otorhinolaryngol 2020; 130 Suppl 1:109833. [PMID: 31901291 PMCID: PMC7176743 DOI: 10.1016/j.ijporl.2019.109833] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
OBJECTIVE To summarize recently published key articles on the topics of biomedical engineering, biotechnology and new models in relation to otitis media (OM). DATA SOURCES Electronic databases: PubMed, Ovid Medline, Cochrane Library and Clinical Evidence (BMJ Publishing). REVIEW METHODS Articles on biomedical engineering, biotechnology, material science, mechanical and animal models in OM published between May 2015 and May 2019 were identified and subjected to review. A total of 132 articles were ultimately included. RESULTS New imaging technologies for the tympanic membrane (TM) and the middle ear cavity are being developed to assess TM thickness, identify biofilms and differentiate types of middle ear effusions. Artificial intelligence (AI) has been applied to train software programs to diagnose OM with a high degree of certainty. Genetically modified mice models for OM have further investigated what predisposes some individuals to OM and consequent hearing loss. New vaccine candidates protecting against major otopathogens are being explored and developed, especially combined vaccines, targeting more than one pathogen. Transcutaneous vaccination against non-typeable Haemophilus influenzae has been successfully tried in a chinchilla model. In terms of treatment, novel technologies for trans-tympanic drug delivery are entering the clinical domain. Various growth factors and grafting materials aimed at improving healing of TM perforations show promising results in animal models. CONCLUSION New technologies and AI applications to improve the diagnosis of OM have shown promise in pre-clinical models and are gradually entering the clinical domain. So are novel vaccines and drug delivery approaches that may allow local treatment of OM. IMPLICATIONS FOR PRACTICE New diagnostic methods, potential vaccine candidates and the novel trans-tympanic drug delivery show promising results, but are not yet adapted to clinical use.
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Affiliation(s)
- Marie Gisselsson-Solén
- Department of Clinical Sciences, Division of Otorhinolaryngology, Head and Neck Surgery, Lund University Hospital, Lund, Sweden
| | - Paula A. Tähtinen
- Department of Pediatrics and Adolescent Medicine, Turku University Hospital and University of Turku, Turku, Finland
| | - Allen F. Ryan
- Division of Otolaryngology, Department of Surgery, University of California, San Diego, La Jolla, CA, USA,San Diego Veterans Affairs Healthcare System, Research Department, San Diego, CA, USA
| | - Apoorva Mulay
- The Stripp Lab, Pulmonary Department, Cedars Sinai Medical Center, Los Angeles, CA, USA
| | - Shin Kariya
- Department of Otolaryngology-Head and Neck Surgery, Okayama University Graduate School of Medicine, Dentistry and Pharmaceutical Sciences, Okayama, Japan
| | - Anne G.M. Schilder
- EvidENT, Ear Institute, University College London, London, UK,National Institute for Health Research University College London Biomedical Research Centre, London, UK,Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Tulio A. Valdez
- Department of Otolaryngology Head & Neck Surgery, Stanford University, Palo Alto, CA, USA
| | - Steve Brown
- MRC Harwell Institute, Mammalian Genetics Unit, Harwell Campus, Oxfordshire, UK
| | | | - Ann Hermansson
- Department of Clinical Sciences, Division of Otorhinolaryngology, Head and Neck Surgery, Lund University Hospital, Lund, Sweden
| | - Gijs van Ingen
- Department of Otolaryngology, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Tal Marom
- Department of Otolaryngology-Head and Neck Surgery, Samson Assuta Ashdod University Hospital, Faculty of Health Sciences Ben Gurion University, Ashdod, Israel.
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11
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Preciado D, Nolan RM, Joshi R, Krakovsky GM, Zhang A, Pudik NA, Kumar NK, Shelton RL, Boppart SA, Bauman NM. Otitis Media Middle Ear Effusion Identification and Characterization Using an Optical Coherence Tomography Otoscope. Otolaryngol Head Neck Surg 2020; 162:367-374. [PMID: 31959053 DOI: 10.1177/0194599819900762] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
OBJECTIVE To determine the feasibility of detecting and differentiating middle ear effusions (MEEs) using an optical coherence tomography (OCT) otoscope. STUDY DESIGN Cross-sectional study. SETTING US tertiary care children's hospital. SUBJECTS AND METHODS Seventy pediatric patients undergoing tympanostomy tube placement were preoperatively imaged using an OCT otoscope. A blinded reader quiz was conducted using 24 readers from 4 groups of tiered medical expertise. The primary outcome assessed was reader ability to detect presence/absence of MEE. A secondary outcome assessed was reader ability to differentiate serous vs nonserous MEE. RESULTS OCT image data sets were analyzed from 45 of 70 total subjects. Blinded reader analysis of an OCT data subset for detection of MEE resulted in 90.6% accuracy, 90.9% sensitivity, 90.2% specificity, and intra/interreader agreement of 92.9% and 87.1%, respectively. Differentiating MEE type, reader identification of nonserous MEE had 70.8% accuracy, 53.6% sensitivity, 80.1% specificity, and intra/interreader agreement of 82.9% and 75.1%, respectively. Multivariate analysis revealed that age was the strongest predictor of OCT quality. The mean age of subjects with quality OCT was 5.01 years (n = 45), compared to 2.54 years (n = 25) in the remaining subjects imaged (P = .0028). The ability to capture quality images improved over time, from 50% to 69.4% over the study period. CONCLUSION OCT otoscopy shows promise for facilitating accurate MEE detection. The imageability with the prototype device was affected by age, with older children being easier to image, similar to current ear diagnostic technologies.
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Affiliation(s)
- Diego Preciado
- Division of Pediatric Otolaryngology, Children's National Health System (CNHS), Washington, DC, USA.,Sheikh Zayed Institute, CNHS, Washington, DC, USA
| | | | - Radhika Joshi
- Division of Pediatric Otolaryngology, Children's National Health System (CNHS), Washington, DC, USA.,Sheikh Zayed Institute, CNHS, Washington, DC, USA
| | - Gina M Krakovsky
- Division of Pediatric Otolaryngology, Children's National Health System (CNHS), Washington, DC, USA
| | | | | | | | | | | | - Nancy M Bauman
- Division of Pediatric Otolaryngology, Children's National Health System (CNHS), Washington, DC, USA
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12
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Monroy GL, Won J, Dsouza R, Pande P, Hill MC, Porter RG, Novak MA, Spillman DR, Boppart SA. Automated classification platform for the identification of otitis media using optical coherence tomography. NPJ Digit Med 2019; 2:22. [PMID: 31304369 PMCID: PMC6550205 DOI: 10.1038/s41746-019-0094-0] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2018] [Accepted: 02/27/2019] [Indexed: 02/06/2023] Open
Abstract
The diagnosis and treatment of otitis media (OM), a common childhood infection, is a significant burden on the healthcare system. Diagnosis relies on observer experience via otoscopy, although for non-specialists or inexperienced users, accurate diagnosis can be difficult. In past studies, optical coherence tomography (OCT) has been used to quantitatively characterize disease states of OM, although with the involvement of experts to interpret and correlate image-based indicators of infection with clinical information. In this paper, a flexible and comprehensive framework is presented that automatically extracts features from OCT images, classifies data, and presents clinically relevant results in a user-friendly platform suitable for point-of-care and primary care settings. This framework was used to test the discrimination between OCT images of normal controls, ears with biofilms, and ears with biofilms and middle ear fluid (effusion). Predicted future performance of this classification platform returned promising results (90%+ accuracy) in various initial tests. With integration into patient healthcare workflow, users of all levels of medical experience may be able to collect OCT data and accurately identify the presence of middle ear fluid and/or biofilms.
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Affiliation(s)
- Guillermo L Monroy
- 1Department of Bioengineering, University of Illinois at Urbana-Champaign, Urbana, IL USA.,2Beckman Institute for Advanced Science and Technology, Urbana, IL USA
| | - Jungeun Won
- 1Department of Bioengineering, University of Illinois at Urbana-Champaign, Urbana, IL USA.,2Beckman Institute for Advanced Science and Technology, Urbana, IL USA
| | - Roshan Dsouza
- 2Beckman Institute for Advanced Science and Technology, Urbana, IL USA
| | - Paritosh Pande
- 2Beckman Institute for Advanced Science and Technology, Urbana, IL USA
| | - Malcolm C Hill
- 3Carle Foundation Hospital, Otolaryngology, Urbana, IL USA.,4Carle Illinois College of Medicine, Urbana, IL USA
| | - Ryan G Porter
- 3Carle Foundation Hospital, Otolaryngology, Urbana, IL USA.,4Carle Illinois College of Medicine, Urbana, IL USA
| | - Michael A Novak
- 3Carle Foundation Hospital, Otolaryngology, Urbana, IL USA.,4Carle Illinois College of Medicine, Urbana, IL USA
| | - Darold R Spillman
- 2Beckman Institute for Advanced Science and Technology, Urbana, IL USA
| | - Stephen A Boppart
- 1Department of Bioengineering, University of Illinois at Urbana-Champaign, Urbana, IL USA.,2Beckman Institute for Advanced Science and Technology, Urbana, IL USA.,3Carle Foundation Hospital, Otolaryngology, Urbana, IL USA.,4Carle Illinois College of Medicine, Urbana, IL USA.,5Department of Electrical and Computer Engineering, University of Illinois at Urbana-Champaign, Urbana, IL USA
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13
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Dsouza R, Won J, Monroy GL, Spillman DR, Boppart SA. Economical and compact briefcase spectral-domain optical coherence tomography system for primary care and point-of-care applications. JOURNAL OF BIOMEDICAL OPTICS 2018; 23:1-11. [PMID: 30251484 PMCID: PMC6170142 DOI: 10.1117/1.jbo.23.9.096003] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/14/2018] [Accepted: 08/29/2018] [Indexed: 05/28/2023]
Abstract
Development of low-cost and portable optical coherence tomography (OCT) systems is of global interest in the OCT research community. Such systems enable utility broadly throughout a clinical facility, or in remote areas that often lack clinical infrastructure. We report the development and validation of a low-cost, portable briefcase spectral-domain optical coherence tomography (SD-OCT) system for point-of-care diagnostics in primary care centers and/or in remote settings. The self-contained briefcase OCT contains all associated optical hardware, including light source, spectrometer, hand-held probe, and a laptop. Additionally, this system utilizes unique real-time mosaicking of surface video images that are synchronized with rapid A-scan acquisition to eliminate the need for lateral scanning hardware, and enable the construction of cross-sectional B-mode images over extended lateral distances. The entire briefcase system weighs 9 kg and costs ∼USD$8000 using off-the-shelf components. System performance was validated by acquiring images of in vivo human skin on the fingertip, palm, and nail fold. The efficiency, portability, and low-cost enable accessibility and utility in primary care centers and low-resource settings.
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Affiliation(s)
- Roshan Dsouza
- University of Illinois at Urbana-Champaign, Beckman Institute for Advanced Science and Technology, Urbana, Illinois, United States
| | - Jungeun Won
- University of Illinois at Urbana-Champaign, Beckman Institute for Advanced Science and Technology, Urbana, Illinois, United States
- University of Illinois at Urbana-Champaign, Department of Bioengineering, Urbana, Illinois, United States
| | - Guillermo L. Monroy
- University of Illinois at Urbana-Champaign, Beckman Institute for Advanced Science and Technology, Urbana, Illinois, United States
- University of Illinois at Urbana-Champaign, Department of Bioengineering, Urbana, Illinois, United States
| | - Darold R. Spillman
- University of Illinois at Urbana-Champaign, Beckman Institute for Advanced Science and Technology, Urbana, Illinois, United States
| | - Stephen A. Boppart
- University of Illinois at Urbana-Champaign, Beckman Institute for Advanced Science and Technology, Urbana, Illinois, United States
- University of Illinois at Urbana-Champaign, Department of Bioengineering, Urbana, Illinois, United States
- University of Illinois at Urbana-Champaign, Department of Electrical and Computer Engineering, Urbana, Illinois, United States
- University of Illinois at Urbana-Champaign, Carle-Illinois College of Medicine, Urbana, Illinois, United States
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