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Liu P, Golde J, Morgenstern J, Bodenstedt S, Li C, Hu Y, Chen Z, Koch E, Neudert M, Speidel S. Non-rigid point cloud registration for middle ear diagnostics with endoscopic optical coherence tomography. Int J Comput Assist Radiol Surg 2024; 19:139-145. [PMID: 37328716 PMCID: PMC10769937 DOI: 10.1007/s11548-023-02960-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2023] [Accepted: 05/12/2023] [Indexed: 06/18/2023]
Abstract
PURPOSE Middle ear infection is the most prevalent inflammatory disease, especially among the pediatric population. Current diagnostic methods are subjective and depend on visual cues from an otoscope, which is limited for otologists to identify pathology. To address this shortcoming, endoscopic optical coherence tomography (OCT) provides both morphological and functional in vivo measurements of the middle ear. However, due to the shadow of prior structures, interpretation of OCT images is challenging and time-consuming. To facilitate fast diagnosis and measurement, improvement in the readability of OCT data is achieved by merging morphological knowledge from ex vivo middle ear models with OCT volumetric data, so that OCT applications can be further promoted in daily clinical settings. METHODS We propose C2P-Net: a two-staged non-rigid registration pipeline for complete to partial point clouds, which are sampled from ex vivo and in vivo OCT models, respectively. To overcome the lack of labeled training data, a fast and effective generation pipeline in Blender3D is designed to simulate middle ear shapes and extract in vivo noisy and partial point clouds. RESULTS We evaluate the performance of C2P-Net through experiments on both synthetic and real OCT datasets. The results demonstrate that C2P-Net is generalized to unseen middle ear point clouds and capable of handling realistic noise and incompleteness in synthetic and real OCT data. CONCLUSIONS In this work, we aim to enable diagnosis of middle ear structures with the assistance of OCT images. We propose C2P-Net: a two-staged non-rigid registration pipeline for point clouds to support the interpretation of in vivo noisy and partial OCT images for the first time. Code is available at: https://gitlab.com/nct_tso_public/c2p-net.
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Affiliation(s)
- Peng Liu
- Translational Surgical Oncology, National Center for Tumor Diseases, Dresden, 01307, Germany.
- Else Kröner Fresenius Center, TU Dresden, Dresden, 01307, Germany.
| | - Jonas Golde
- Clinical Sensoring and Monitoring, TU Dresden, Dresden, 01307, Germany
- Else Kröner Fresenius Center, TU Dresden, Dresden, 01307, Germany
| | - Joseph Morgenstern
- Else Kröner Fresenius Center, TU Dresden, Dresden, 01307, Germany
- Ear Research Center Dresden, TU Dresden, Dresden, 01307, Germany
| | - Sebastian Bodenstedt
- Translational Surgical Oncology, National Center for Tumor Diseases, Dresden, 01307, Germany
| | - Chenpan Li
- Translational Surgical Oncology, National Center for Tumor Diseases, Dresden, 01307, Germany
| | - Yujia Hu
- Translational Surgical Oncology, National Center for Tumor Diseases, Dresden, 01307, Germany
| | - Zhaoyu Chen
- Translational Surgical Oncology, National Center for Tumor Diseases, Dresden, 01307, Germany
| | - Edmund Koch
- Translational Surgical Oncology, National Center for Tumor Diseases, Dresden, 01307, Germany
- Clinical Sensoring and Monitoring, TU Dresden, Dresden, 01307, Germany
| | - Marcus Neudert
- Translational Surgical Oncology, National Center for Tumor Diseases, Dresden, 01307, Germany
- Ear Research Center Dresden, TU Dresden, Dresden, 01307, Germany
| | - Stefanie Speidel
- Translational Surgical Oncology, National Center for Tumor Diseases, Dresden, 01307, Germany
- Else Kröner Fresenius Center, TU Dresden, Dresden, 01307, Germany
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Steuer S, Morgenstern J, Kirsten L, Bornitz M, Neudert M, Koch E, Golde J. In vivo microstructural investigation of the human tympanic membrane by endoscopic polarization-sensitive optical coherence tomography. JOURNAL OF BIOMEDICAL OPTICS 2023; 28:121203. [PMID: 37007626 PMCID: PMC10050973 DOI: 10.1117/1.jbo.28.12.121203] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/15/2022] [Accepted: 02/27/2023] [Indexed: 06/19/2023]
Abstract
SIGNIFICANCE Endoscopic optical coherence tomography (OCT) is of growing interest for in vivo diagnostics of the tympanic membrane (TM) and the middle ear but generally lacks a tissue-specific contrast. AIM To assess the collagen fiber layer within the in vivo TM, an endoscopic imaging method utilizing the polarization changes induced by the birefringent connective tissue was developed. APPROACH An endoscopic swept-source OCT setup was redesigned and extended by a polarization-diverse balanced detection unit. Polarization-sensitive OCT (PS-OCT) data were visualized by a differential Stokes-based processing and the derived local retardation. The left and right ears of a healthy volunteer were examined. RESULTS Distinct retardation signals in the annulus region of the TM and near the umbo revealed the layered structure of the TM. Due to the TM's conical shape and orientation in the ear canal, high incident angles onto the TM's surface, and low thicknesses compared to the axial resolution limit of the system, other regions of the TM were more difficult to evaluate. CONCLUSIONS The use of endoscopic PS-OCT is feasible to differentiate birefringent and nonbirefringent tissue of the human TM in vivo. Further investigations on healthy as well as pathologically altered TMs are required to validate the diagnostic potential of this technique.
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Affiliation(s)
- Svea Steuer
- TU Dresden, Department of Medical Physics and Biomedical Engineering, Faculty of Medicine, Dresden, Germany
- TU Dresden, Anesthesiology and Intensive Care Medicine, Clinical Sensoring and Monitoring, Faculty of Medicine, Dresden, Germany
| | - Joseph Morgenstern
- TU Dresden, Otorhinolaryngology, Ear Research Center Dresden, Faculty of Medicine, Dresden, Germany
- TU Dresden, Else Kröner-Fresenius Center for Digital Health, Dresden, Germany
| | - Lars Kirsten
- TU Dresden, Department of Medical Physics and Biomedical Engineering, Faculty of Medicine, Dresden, Germany
| | - Matthias Bornitz
- TU Dresden, Otorhinolaryngology, Ear Research Center Dresden, Faculty of Medicine, Dresden, Germany
| | - Marcus Neudert
- TU Dresden, Otorhinolaryngology, Ear Research Center Dresden, Faculty of Medicine, Dresden, Germany
- TU Dresden, Else Kröner-Fresenius Center for Digital Health, Dresden, Germany
| | - Edmund Koch
- TU Dresden, Anesthesiology and Intensive Care Medicine, Clinical Sensoring and Monitoring, Faculty of Medicine, Dresden, Germany
- TU Dresden, Else Kröner-Fresenius Center for Digital Health, Dresden, Germany
| | - Jonas Golde
- TU Dresden, Department of Medical Physics and Biomedical Engineering, Faculty of Medicine, Dresden, Germany
- TU Dresden, Else Kröner-Fresenius Center for Digital Health, Dresden, Germany
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Hamra M, Fridman L, Shinnawi S, Vaizer MC, Yelin D. In vivo optical mapping of the tympanic membrane impulse response. Hear Res 2023; 431:108723. [PMID: 36870309 DOI: 10.1016/j.heares.2023.108723] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/24/2022] [Revised: 02/13/2023] [Accepted: 02/23/2023] [Indexed: 03/01/2023]
Abstract
The wide frequency range of the human hearing could be narrowed by various pathologies in the middle ear and in the tympanic membrane that lead to conductive hearing loss. Diagnosing such hearing problems is challenging, however, often relying on subjective hearing tests supported by functional tympanometry. Here we present a method for in vivo 2D mapping of the impulse response of the tympanic membrane, and demonstrate its potential on a healthy human volunteer. The imaging technique is based on interferometric spectrally encoded endoscopy, with a handheld probe designed to scan the human tympanic membrane within less than a second. The system obtains high-resolution 2D maps of key functional parameters including peak response, rise and decay times, oscillation bandwidth and resonance frequency. We also show that the system can identify abnormal regions in the membrane by detecting differences in the local mechanical parameters of the tissue. We believe that by offering a full 2D mapping of broad-bandwidth dynamics of the tympanic membrane, the presented imaging modality would be useful for effective diagnosis of conductive hearing loss in patients.
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Affiliation(s)
- Matan Hamra
- Faculty of Biomedical Engineering, Technion - Israel institute of Technology, Haifa 3200003, Israel
| | - Lidan Fridman
- Faculty of Biomedical Engineering, Technion - Israel institute of Technology, Haifa 3200003, Israel
| | - Shadi Shinnawi
- Department of Otolaryngology Head and Neck Surgery, Rambam Healthcare Campus, Haifa 3109601, Israel
| | - Mauricio Cohen Vaizer
- Department of Otolaryngology Head and Neck Surgery, Rambam Healthcare Campus, Haifa 3109601, Israel
| | - Dvir Yelin
- Faculty of Biomedical Engineering, Technion - Israel institute of Technology, Haifa 3200003, Israel.
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Locke AK, Zaki FR, Fitzgerald ST, Sudhir K, Monroy GL, Choi H, Won J, Mahadevan-Jansen A, Boppart SA. Differentiation of otitis media-causing bacteria and biofilms via Raman spectroscopy and optical coherence tomography. Front Cell Infect Microbiol 2022; 12:869761. [PMID: 36034696 PMCID: PMC9400059 DOI: 10.3389/fcimb.2022.869761] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2022] [Accepted: 06/30/2022] [Indexed: 11/25/2022] Open
Abstract
In the management of otitis media (OM), identification of causative bacterial pathogens and knowledge of their biofilm formation can provide more targeted treatment approaches. Current clinical diagnostic methods rely on the visualization of the tympanic membrane and lack real-time assessment of the causative pathogen(s) and the nature of any biofilm that may reside behind the membrane and within the middle ear cavity. In recent years, optical coherence tomography (OCT) has been demonstrated as an improved in vivo diagnostic tool for visualization and morphological characterization of OM biofilms and middle ear effusions; but lacks specificity about the causative bacterial species. This study proposes the combination of OCT and Raman spectroscopy (RS) to examine differences in the refractive index, optical attenuation, and biochemical composition of Haemophilus influenzae, Streptococcus pneumoniae, Moraxella catarrhalis, and Pseudomonas aeruginosa; four of the leading otopathogens in OM. This combination provides a dual optical approach for identifying and differentiating OM-causing bacterial species under three different in vitro growth environments (i.e., agar-grown colonies, planktonic cells from liquid cultures, and biofilms). This study showed that RS was able to identify key biochemical variations to differentiate all four OM-causing bacteria. Additionally, biochemical spectral changes (RS) and differences in the mean attenuation coefficient (OCT) were able to distinguish the growth environment for each bacterial species.
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Affiliation(s)
- Andrea K. Locke
- Vanderbilt Biophotonics Center, School of Engineering, Vanderbilt University, Nashville, TN, United States
- Department of Biomedical Engineering, School of Engineering, Vanderbilt University, Nashville, TN, United States
- Department of Chemistry, College of Arts and Science, Vanderbilt University, Nashville, TN, United States
| | - Farzana R. Zaki
- Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana–Champaign, Urbana, IL, United States
| | - Sean T. Fitzgerald
- Vanderbilt Biophotonics Center, School of Engineering, Vanderbilt University, Nashville, TN, United States
- Department of Biomedical Engineering, School of Engineering, Vanderbilt University, Nashville, TN, United States
| | - Kavya Sudhir
- Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana–Champaign, Urbana, IL, United States
- Department of Bioengineering, The Grainger College of Engineering, University of Illinois at Urbana–Champaign, Urbana, IL, United States
| | - Guillermo L. Monroy
- Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana–Champaign, Urbana, IL, United States
| | - Honggu Choi
- Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana–Champaign, Urbana, IL, United States
| | - Jungeun Won
- Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana–Champaign, Urbana, IL, United States
- Department of Bioengineering, The Grainger College of Engineering, University of Illinois at Urbana–Champaign, Urbana, IL, United States
| | - Anita Mahadevan-Jansen
- Vanderbilt Biophotonics Center, School of Engineering, Vanderbilt University, Nashville, TN, United States
- Department of Biomedical Engineering, School of Engineering, Vanderbilt University, Nashville, TN, United States
- Department of Otolaryngology - Head & Neck Surgery, Vanderbilt University Medical Center, Nashville, TN, United States
- Department of Surgery, Vanderbilt University Medical Center, Nashville, TN, United States
- Department of Neurological Surgery, Vanderbilt University Medical Center, Nashville, TN, United States
| | - Stephen A. Boppart
- Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana–Champaign, Urbana, IL, United States
- Department of Bioengineering, The Grainger College of Engineering, University of Illinois at Urbana–Champaign, Urbana, IL, United States
- Carle Illinois College of Medicine, University of Illinois at Urbana–Champaign, Urbana, IL, United States
- Department of Electrical and Computer Engineering, University of Illinois Urbana-Champaign, Urbana, IL, United States
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Sun PP, Won J, Choo-Kang G, Li S, Chen W, Monroy GL, Chaney EJ, Boppart SA, Eden JG, Nguyen TH. Inactivation and sensitization of Pseudomonas aeruginosa by microplasma jet array for treating otitis media. NPJ Biofilms Microbiomes 2021; 7:48. [PMID: 34078901 PMCID: PMC8172902 DOI: 10.1038/s41522-021-00219-2] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2020] [Accepted: 04/28/2021] [Indexed: 02/04/2023] Open
Abstract
Otitis media (OM), known as a middle ear infection, is the leading cause of antibiotic prescriptions for children. With wide-spread use of antibiotics in OM, resistance to antibiotics continues to decrease the efficacy of the treatment. Furthermore, as the presence of a middle ear biofilm has contributed to this reduced susceptibility to antimicrobials, effective interventions are necessary. A miniaturized 3D-printed microplasma jet array has been developed to inactivate Pseudomonas aeruginosa, a common bacterial strain associated with OM. The experiments demonstrate the disruption of planktonic and biofilm P. aeruginosa by long-lived molecular species generated by microplasma, as well as the synergy of combining microplasma treatment with antibiotic therapy. In addition, a middle ear phantom model was developed with an excised rat eardrum to investigate the antimicrobial effects of microplasma on bacteria located behind the eardrum, as in a patient-relevant setup. These results suggest the potential for microplasma as a new treatment paradigm for OM.
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Affiliation(s)
- Peter P Sun
- Department of Civil and Environmental Engineering, University of Illinois Urbana-Champaign, Urbana, IL, USA
- N. Holonyak, Jr. Micro and Nanotechnology Laboratory, University of Illinois Urbana-Champaign, Urbana, IL, USA
- Department of Electrical and Computer Engineering, University of Illinois Urbana-Champaign, Urbana, IL, USA
| | - Jungeun Won
- Department of Bioengineering, University of Illinois Urbana-Champaign, Urbana, IL, USA
- Beckman Institute for Advanced Science and Technology, University of Illinois Urbana-Champaign, Urbana, IL, USA
| | - Gabrielle Choo-Kang
- Department of Civil and Environmental Engineering, University of Illinois Urbana-Champaign, Urbana, IL, USA
| | - Shouyan Li
- Department of Electrical and Computer Engineering, University of Illinois Urbana-Champaign, Urbana, IL, USA
| | - Wenyuan Chen
- Department of Electrical and Computer Engineering, University of Illinois Urbana-Champaign, Urbana, IL, USA
| | - Guillermo L Monroy
- Department of Bioengineering, University of Illinois Urbana-Champaign, Urbana, IL, USA
- Beckman Institute for Advanced Science and Technology, University of Illinois Urbana-Champaign, Urbana, IL, USA
| | - Eric J Chaney
- Beckman Institute for Advanced Science and Technology, University of Illinois Urbana-Champaign, Urbana, IL, USA
| | - Stephen A Boppart
- Department of Electrical and Computer Engineering, University of Illinois Urbana-Champaign, Urbana, IL, USA.
- Department of Bioengineering, University of Illinois Urbana-Champaign, Urbana, IL, USA.
- Beckman Institute for Advanced Science and Technology, University of Illinois Urbana-Champaign, Urbana, IL, USA.
- Carle Illinois College of Medicine, University of Illinois Urbana-Champaign, Champaign, IL, USA.
| | - J Gary Eden
- N. Holonyak, Jr. Micro and Nanotechnology Laboratory, University of Illinois Urbana-Champaign, Urbana, IL, USA.
- Department of Electrical and Computer Engineering, University of Illinois Urbana-Champaign, Urbana, IL, USA.
| | - Thanh H Nguyen
- Department of Civil and Environmental Engineering, University of Illinois Urbana-Champaign, Urbana, IL, USA.
- Carle Illinois College of Medicine, University of Illinois Urbana-Champaign, Champaign, IL, USA.
- Carl R. Woese Institute for Genomic Biology, University of Illinois Urbana-Champaign, Urbana, IL, USA.
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