1
|
Sagiv C, Hadar O, Najjar A, Pahnke J. Artificial intelligence in surgical pathology - Where do we stand, where do we go? EUROPEAN JOURNAL OF SURGICAL ONCOLOGY 2024:109541. [PMID: 39694737 DOI: 10.1016/j.ejso.2024.109541] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2024] [Revised: 11/14/2024] [Accepted: 12/10/2024] [Indexed: 12/20/2024]
Abstract
Surgical and neuropathologists continuously search for new and disease-specific features, such as independent predictors of tumor prognosis or determinants of tumor entities and sub-entities. This is a task where artificial intelligence (AI)/machine learning (ML) systems could significantly contribute to help with tumor outcome prediction and the search for new diagnostic or treatment stratification biomarkers. AI systems are increasingly integrated into routine pathology workflows to improve accuracy, reproducibility, productivity and to reveal difficult-to-see features in complicated histological slides, including the quantification of important markers for tumor grading and staging. In this article, we review the infrastructure needed to facilitate digital and computational pathology. We address the barriers for its full deployment in the clinical setting and describe the use of AI in intraoperative or postoperative settings were frozen or formalin-fixed, paraffin-embedded materials are used. We also summarize quality assessment issues of slide digitization, new spatial biology approaches, and the determination of specific gene-expression from whole slide images. Finally, we highlight new innovative and future technologies, such as large language models, optical biopsies, and mass spectrometry imaging.
Collapse
Affiliation(s)
- Chen Sagiv
- DeePathology Ltd., HaTidhar 5, P. O. Box 2622, Ra'anana, IL-4365104, Israel.
| | - Ofir Hadar
- DeePathology Ltd., HaTidhar 5, P. O. Box 2622, Ra'anana, IL-4365104, Israel
| | - Abderrahman Najjar
- Department of Pathology, Rabin Medical Center (RMC), Ze'ev Jabotinsky 39, Petah Tikva, IL-4941492, Israel
| | - Jens Pahnke
- Translational Neurodegeneration Research and Neuropathology Lab, Department of Clinical Medicine (KlinMed), Medical Faculty, University of Oslo (UiO) and Section of Neuropathology Research, Department of Pathology, Clinics for Laboratory Medicine (KLM), Oslo University Hospital (OUS), Sognsvannsveien 20, NO-0372, Oslo, Norway; Institute of Nutritional Medicine (INUM) and Lübeck Institute of Dermatology (LIED), University of Lübeck (UzL) and University Medical Center Schleswig-Holstein (UKSH), Ratzeburger Allee 160, D-23538, Lübeck, Germany; Department of Pharmacology, Faculty of Medicine and Life Sciences, University of Latvia, Jelgavas iela 3, LV-1004, Rīga, Latvia; Department of Neurobiology, School of Neurobiology, Biochemistry and Biophysics, The Georg S. Wise Faculty of Life Sciences, Tel Aviv University, Ramat Aviv, IL-6997801, Israel.
| |
Collapse
|
2
|
Mieites V, Anichini G, Qi J, O'Neill K, Conde OM, Elson DS. PoLambRimetry: a multispectral polarimetric atlas of lamb brain. JOURNAL OF BIOMEDICAL OPTICS 2024; 29:096002. [PMID: 39290462 PMCID: PMC11406468 DOI: 10.1117/1.jbo.29.9.096002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Figures] [Subscribe] [Scholar Register] [Received: 05/09/2024] [Revised: 08/02/2024] [Accepted: 08/19/2024] [Indexed: 09/19/2024]
Abstract
Significance Mueller matrix imaging (MMI) is a comprehensive form of polarization imaging useful for assessing structural changes. However, there is limited literature on the polarimetric properties of brain specimens, especially with multispectral analysis. Aim We aim to employ multispectral MMI for an exhaustive polarimetric analysis of brain structures, providing a reference dataset for future studies and enhancing the understanding of brain anatomy for clinicians and researchers. Approach A multispectral wide-field MMI system was used to measure six fresh lamb brain specimens. Multiple decomposition methods (forward polar, symmetric, and differential) and polarization invariants (indices of polarimetric purity and anisotropy coefficients) have been calculated to obtain a complete polarimetric description of the samples. A total of 16 labels based on major brain structures, including grey matter (GM) and white matter (WM), were identified. K -nearest neighbors classification was used to distinguish between GM and WM and validate the feasibility of MMI for WM identification. Results As the wavelength increases, both depolarization and retardance increase, suggesting enhanced tissue penetration into deeper layers. Moreover, utilizing multiple wavelengths allowed us to track dynamic shifts in the optical axis of retardance within the brain tissue, providing insights into morphological changes in WM beneath the cortical surface. The use of multispectral data for classification outperformed all results obtained with single-wavelength data and provided over 95% accuracy for the test dataset. Conclusions The consistency of these observations highlights the potential of multispectral wide-field MMI as a non-invasive and effective technique for investigating the brain's architecture.
Collapse
Affiliation(s)
- Verónica Mieites
- University of Cantabria, Photonics Engineering Group, Santander, Spain
- Valdecilla Health Research Institute (IDIVAL), Santander, Spain
| | - Giulio Anichini
- Imperial College London, Department of Brain Sciences, London, United Kingdom
| | - Ji Qi
- Research Centre for Fundamental Research, Zhejiang Lab, Hangzhou, China
| | - Kevin O'Neill
- Imperial College London, Department of Brain Sciences, London, United Kingdom
| | - Olga M Conde
- University of Cantabria, Photonics Engineering Group, Santander, Spain
- Valdecilla Health Research Institute (IDIVAL), Santander, Spain
- Bioengineering, Biomaterials and Nanomedicine Research Network (CIBER-BBN), Madrid, Spain
| | - Daniel S Elson
- Imperial College London, Hamlyn Centre for Robotic Surgery, Department of Surgery and Cancer, London, United Kingdom
| |
Collapse
|
3
|
Zhang X, Song J, Fan J, Zeng N, He H, Tuchin VV, Ma H. Stereoscopic spatial graphical method of Mueller matrix: Global-Polarization Stokes Ellipsoid. FRONTIERS OF OPTOELECTRONICS 2024; 17:29. [PMID: 39150587 PMCID: PMC11329479 DOI: 10.1007/s12200-024-00132-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/31/2024] [Accepted: 07/14/2024] [Indexed: 08/17/2024]
Abstract
A Mueller matrix covers all the polarization information of the measured sample, however the combination of its 16 elements is sometimes not intuitive enough to describe and identify the key characteristics of polarization changes. Within the Poincaré sphere system, this study achieves a spatial representation of the Mueller matrix: the Global-Polarization Stokes Ellipsoid (GPSE). With the help of Monte Carlo simulations combined with anisotropic tissue models, three basic characteristic parameters of GPSE are proposed and explained, where the V parameter represents polarization maintenance ability, and the E and D† parameters represent the degree of anisotropy. Furthermore, based on GPSE system, a dynamic analysis of skeletal muscle dehydration process demonstrates the monitoring effect of GPSE from an application perspective, while confirming its robustness and accuracy.
Collapse
Affiliation(s)
- Xinxian Zhang
- Tsinghua Shenzhen International Graduate School, Tsinghua University, Shenzhen, 518055, China
| | - Jiawei Song
- School of Teacher Education, Nanjing Normal University, Nanjing, 210097, China
| | - Jiahao Fan
- Tsinghua Shenzhen International Graduate School, Tsinghua University, Shenzhen, 518055, China
| | - Nan Zeng
- Tsinghua Shenzhen International Graduate School, Tsinghua University, Shenzhen, 518055, China.
| | - Honghui He
- Tsinghua Shenzhen International Graduate School, Tsinghua University, Shenzhen, 518055, China
| | - Valery V Tuchin
- Institute of Physics, Saratov State University, Saratov, 410012, Russia
| | - Hui Ma
- Department of Physics, Tsinghua University, Beijing, 100084, China
- Tsinghua-Berkeley Shenzhen Institute, Tsinghua University, Shenzhen, 518055, China
| |
Collapse
|
4
|
Lopushenko I, Sieryi O, Bykov A, Meglinski I. Exploring the evolution of circular polarized light backscattered from turbid tissue-like disperse medium utilizing generalized Monte Carlo modeling approach with a combined use of Jones and Stokes-Mueller formalisms. JOURNAL OF BIOMEDICAL OPTICS 2024; 29:052913. [PMID: 38089555 PMCID: PMC10715447 DOI: 10.1117/1.jbo.29.5.052913] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/15/2023] [Revised: 10/24/2023] [Accepted: 10/26/2023] [Indexed: 12/18/2023]
Abstract
SIGNIFICANCE Phase retardation of circularly polarized light (CPL), backscattered by biological tissue, is used extensively for quantitative evaluation of cervical intraepithelial neoplasia, presence of senile Alzheimer's plaques, and characterization of biotissues with optical anisotropy. The Stokes polarimetry and Mueller matrix approaches demonstrate high potential in definitive non-invasive cancer diagnosis and tissue characterization. The ultimate understanding of CPL interaction with tissues is essential for advancing medical diagnostics, optical imaging, therapeutic applications, and the development of optical instruments and devices. AIM We investigate propagation of CPL within turbid tissue-like scattering medium utilizing a combination of Jones and Stokes-Mueller formalisms in a Monte Carlo (MC) modeling approach. We explore the fundamentals of CPL memory effect and depolarization formation. APPROACH The generalized MC computational approach developed for polarization tracking within turbid tissue-like scattering medium is based on the iterative solution of the Bethe-Salpeter equation. The approach handles helicity response of CPL scattered in turbid medium and provides explicit expressions for assessment of its polarization state. RESULTS Evolution of CPL backscattered by tissue-like medium at different conditions of observation in terms of source-detector configuration is assessed quantitatively. The depolarization of light is presented in terms of the coherence matrix and Stokes-Mueller formalism. The obtained results reveal the origins of the helicity flip of CPL depending on the source-detector configuration and the properties of the medium and are in a good agreement with the experiment. CONCLUSIONS By integrating Jones and Stokes-Mueller formalisms, the combined MC approach allows for a more complete representation of polarization effects in complex optical systems. The developed model is suitable to imitate propagation of the light beams of different shape and profile, including Gaussian, Bessel, Hermite-Gaussian, and Laguerre-Gaussian beams, within tissue-like medium. Diverse configuration of the experimental conditions, coherent properties of light, and peculiarities of polarization can be also taken into account.
Collapse
Affiliation(s)
- Ivan Lopushenko
- University of Oulu, Opto-Electronics and Measurement Techniques Unit, Faculty of Information Technology and Electrical Engineering, Oulu, Finland
| | - Oleksii Sieryi
- University of Oulu, Opto-Electronics and Measurement Techniques Unit, Faculty of Information Technology and Electrical Engineering, Oulu, Finland
| | - Alexander Bykov
- University of Oulu, Opto-Electronics and Measurement Techniques Unit, Faculty of Information Technology and Electrical Engineering, Oulu, Finland
| | - Igor Meglinski
- University of Oulu, Opto-Electronics and Measurement Techniques Unit, Faculty of Information Technology and Electrical Engineering, Oulu, Finland
- Aston University, College of Engineering and Physical Sciences, Birmingham, United Kingdom
| |
Collapse
|
5
|
Jütte L, Patel H, Roth B. Improved polarimetric analysis of human skin through stitching: advantages, limitations, and applications in dermatology. Biomed Phys Eng Express 2023; 10:015007. [PMID: 37988749 DOI: 10.1088/2057-1976/ad0e87] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2023] [Accepted: 11/21/2023] [Indexed: 11/23/2023]
Abstract
Polarimetry is a powerful tool for the analysis of the optical properties of materials and systems, such as human skin. However, in many polarimetric setups, the field of view is limited to a few square centimeters. In these cases, it is possible to resort to stitching techniques, which involve combining multiple Mueller matrix measurements obtained from different overlapping regions of the sample. In this paper, we propose a stitching technique for polarimetric data and discuss its advantages and limitations. We also describe the potential of image stitching for improving the accuracy and robustness ofin vivopolarimetry in the presence of random patient movement. We conducted our research using a diverse set of samples which included porcine skin, human skin from arms and fingers, cold cuts of chicken and gelatine, alongside synthetically created sample data. Our results demonstrate the effectiveness of this technique for the application in dermatology. Each additionalin vivomeasurement enhances the field of view by approximately one third, thereby considerably augmenting the total observation area. We show that stitching enables for the polarimetric assessment of large skin patches which is useful for the diagnosis of inflammatory skin diseases.
Collapse
Affiliation(s)
- Lennart Jütte
- Hannover Centre for Optical Technologies, Leibniz University Hannover, Hannover, Germany
| | - Harshkumar Patel
- Hannover Centre for Optical Technologies, Leibniz University Hannover, Hannover, Germany
| | - Bernhard Roth
- Hannover Centre for Optical Technologies, Leibniz University Hannover, Hannover, Germany
- PhoenixD, Leibniz University Hannover, Hannover, Germany
| |
Collapse
|
6
|
Zhang Z, Shao C, He H, He C, Liu S, Ma H. Analyzing the influence of oblique incidence on quantitative backscattering tissue polarimetry: a pilot ex vivo study. JOURNAL OF BIOMEDICAL OPTICS 2023; 28:102905. [PMID: 37554626 PMCID: PMC10406390 DOI: 10.1117/1.jbo.28.10.102905] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 04/15/2023] [Revised: 07/20/2023] [Accepted: 07/24/2023] [Indexed: 08/10/2023]
Abstract
Significance Among the available polarimetric techniques, backscattering Mueller matrix (MM) polarimetry provides a promising non-contact and quantitative tool for in vivo tissue detection and clinical diagnosis. To eliminate the surface reflection from the sample cost-effectively, the non-collinear backscattering MM imaging setup always has an oblique incidence. Meanwhile, for practical organ cavities imaged using polarimetric gastrointestinal endoscopy, the uneven tissue surfaces can induce various relative oblique incidences inevitably, which can affect the polarimetry in a complicated manner and needs to be considered for detailed study. Aim The purpose of this study is to systematically analyze the influence of oblique incidence on backscattering tissue polarimetry. Approach We measured the MMs of experimental phantom and ex vivo tissues with different incident angles and adopted a Monte Carlo simulation program based on cylindrical scattering model for further verification and analysis. Meanwhile, the results were quantitatively evaluated using the Fourier transform, basic statistics, and frequency distribution histograms. Results Oblique incidence can induce different changes on non-periodic, two-periodic, and four-periodic MM elements, leading to false-positive and false-negative polarization information for tissue polarimetry. Moreover, a prominent oblique incidence can bring more dramatic signal variations, such as phase retardance and element transposition. Conclusions The findings presented in this study give some crucial criterions of appropriate incident angle selections for in vivo polarimetric endoscopy and other applications and can also be valuable references for studying how to minimize the influence further.
Collapse
Affiliation(s)
- Zheng Zhang
- Tsinghua University, Institute of Biopharmaceutical and Health Engineering, Tsinghua Shenzhen International Graduate School, Guangdong Research Center of Polarization Imaging and Measurement Engineering Technology, Shenzhen Key Laboratory for Minimal Invasive Medical Technologies, Shenzhen, China
| | - Conghui Shao
- Tsinghua University, Institute of Biopharmaceutical and Health Engineering, Tsinghua Shenzhen International Graduate School, Guangdong Research Center of Polarization Imaging and Measurement Engineering Technology, Shenzhen Key Laboratory for Minimal Invasive Medical Technologies, Shenzhen, China
- Tsinghua University, Department of Physics, Beijing, China
| | - Honghui He
- Tsinghua University, Institute of Biopharmaceutical and Health Engineering, Tsinghua Shenzhen International Graduate School, Guangdong Research Center of Polarization Imaging and Measurement Engineering Technology, Shenzhen Key Laboratory for Minimal Invasive Medical Technologies, Shenzhen, China
| | - Chao He
- University of Oxford, Department of Engineering Science, Oxford, United Kingdom
| | - Shaoxiong Liu
- Shenzhen Sixth People’s Hospital (Nanshan Hospital), Huazhong University of Science and Technology, Union Shenzhen Hospital, Shenzhen, China
| | - Hui Ma
- Tsinghua University, Institute of Biopharmaceutical and Health Engineering, Tsinghua Shenzhen International Graduate School, Guangdong Research Center of Polarization Imaging and Measurement Engineering Technology, Shenzhen Key Laboratory for Minimal Invasive Medical Technologies, Shenzhen, China
- Tsinghua University, Department of Physics, Beijing, China
| |
Collapse
|
7
|
Huang T, Yao Y, Pei H, Hu Z, Zhang F, Wang J, Yu G, Huang C, Liu H, Tao L, Ma H. Mueller matrix imaging of pathological slides with plastic coverslips. OPTICS EXPRESS 2023; 31:15682-15696. [PMID: 37157663 DOI: 10.1364/oe.487875] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/10/2023]
Abstract
Mueller matrix microscopy is capable of polarization characterization of pathological samples and polarization imaging based digital pathology. In recent years, hospitals are replacing glass coverslips with plastic coverslips for automatic preparations of dry and clean pathological slides with less slide-sticking and air bubbles. However, plastic coverslips are usually birefringent and introduce polarization artifacts in Mueller matrix imaging. In this study, a spatial frequency based calibration method (SFCM) is used to remove such polarization artifacts. The polarization information of the plastic coverslips and the pathological tissues are separated by the spatial frequency analysis, then the Mueller matrix images of pathological tissues are restored by matrix inversions. By cutting two adjacent lung cancer tissue slides, we prepare paired samples of very similar pathological structures but one with a glass coverslip and the other with a plastic coverslip. Comparisons between Mueller matrix images of the paired samples show that SFCM can effectively remove the artifacts due to plastic coverslip.
Collapse
|
8
|
Felger L, Rodríguez-Núñez O, Gros R, Maragkou T, McKinley R, Moriconi S, Murek M, Zubak I, Novikova T, Pierangelo A, Schucht P. Robustness of the wide-field imaging Mueller polarimetry for brain tissue differentiation and white matter fiber tract identification in a surgery-like environment: an ex vivo study. BIOMEDICAL OPTICS EXPRESS 2023; 14:2400-2415. [PMID: 37206128 PMCID: PMC10191649 DOI: 10.1364/boe.486438] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/09/2023] [Revised: 03/30/2023] [Accepted: 04/01/2023] [Indexed: 05/21/2023]
Abstract
During neurooncological surgery, the visual differentiation of healthy and diseased tissue is often challenging. Wide-field imaging Muller polarimetry (IMP) is a promising technique for tissue discrimination and in-plane brain fiber tracking in an interventional setup. However, the intraoperative implementation of IMP requires realizing imaging in the presence of remanent blood, and complex surface topography resulting from the use of an ultrasonic cavitation device. We report on the impact of both factors on the quality of polarimetric images of the surgical resection cavities reproduced in fresh animal cadaveric brains. The robustness of IMP is observed under adverse experimental conditions, suggesting a feasible translation of IMP for in vivo neurosurgical applications.
Collapse
Affiliation(s)
- Leonard Felger
- Department of Neurosurgery, Inselspital, Bern University Hospital, University of Bern, 3010 Bern, Switzerland
| | - Omar Rodríguez-Núñez
- Department of Neurosurgery, Inselspital, Bern University Hospital, University of Bern, 3010 Bern, Switzerland
| | - Romain Gros
- Institute of Tissue Medicine and Pathology, University of Bern, 3010 Bern, Switzerland
| | - Theoni Maragkou
- Institute of Tissue Medicine and Pathology, University of Bern, 3010 Bern, Switzerland
| | - Richard McKinley
- SCAN, University Institute of Diagnostic and Interventional Radiology, Inselspital, Bern University Hospital, University of Bern, 3010 Bern, Switzerland
| | - Stefano Moriconi
- SCAN, University Institute of Diagnostic and Interventional Radiology, Inselspital, Bern University Hospital, University of Bern, 3010 Bern, Switzerland
| | - Michael Murek
- Department of Neurosurgery, Inselspital, Bern University Hospital, University of Bern, 3010 Bern, Switzerland
| | - Irena Zubak
- Department of Neurosurgery, Inselspital, Bern University Hospital, University of Bern, 3010 Bern, Switzerland
| | - Tatiana Novikova
- LPICM, CNRS, Ecole polytechnique, IP Paris, 91128 Palaiseau, France
| | | | - Philippe Schucht
- Department of Neurosurgery, Inselspital, Bern University Hospital, University of Bern, 3010 Bern, Switzerland
| |
Collapse
|
9
|
Liu Y, Wu Z, Armstrong DW, Wolosker H, Zheng Y. Detection and analysis of chiral molecules as disease biomarkers. Nat Rev Chem 2023; 7:355-373. [PMID: 37117811 PMCID: PMC10175202 DOI: 10.1038/s41570-023-00476-z] [Citation(s) in RCA: 39] [Impact Index Per Article: 19.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/09/2023] [Indexed: 04/30/2023]
Abstract
The chirality of small metabolic molecules is important in controlling physiological processes and indicating the health status of humans. Abnormal enantiomeric ratios of chiral molecules in biofluids and tissues occur in many diseases, including cancers and kidney and brain diseases. Thus, chiral small molecules are promising biomarkers for disease diagnosis, prognosis, adverse drug-effect monitoring, pharmacodynamic studies and personalized medicine. However, it remains difficult to achieve cost-effective and reliable analysis of small chiral molecules in clinical procedures, in part owing to their large variety and low concentration. In this Review, we describe current and emerging techniques that detect and quantify small-molecule enantiomers and their biological importance.
Collapse
Affiliation(s)
- Yaoran Liu
- Department of Electrical and Computer Engineering, The University of Texas at Austin, Austin, TX, USA
| | - Zilong Wu
- Walker Department of Mechanical Engineering, The University of Texas at Austin, Austin, TX, USA.
- Texas Materials Institute, The University of Texas at Austin, Austin, TX, USA.
| | - Daniel W Armstrong
- Department of Chemistry & Biochemistry, University of Texas at Arlington, Arlington, TX, USA.
| | - Herman Wolosker
- Department of Biochemistry, Rappaport Faculty of Medicine, Technion-Israel Institute of Technology, Haifa, Israel.
| | - Yuebing Zheng
- Department of Electrical and Computer Engineering, The University of Texas at Austin, Austin, TX, USA.
- Walker Department of Mechanical Engineering, The University of Texas at Austin, Austin, TX, USA.
- Texas Materials Institute, The University of Texas at Austin, Austin, TX, USA.
- Department of Biomedical Engineering, The University of Texas at Austin, Austin, TX, USA.
| |
Collapse
|
10
|
Gros R, Rodríguez-Núñez O, Felger L, Moriconi S, McKinley R, Pierangelo A, Novikova T, Vassella E, Schucht P, Hewer E, Maragkou T. Effects of formalin fixation on polarimetric properties of brain tissue: fresh or fixed? NEUROPHOTONICS 2023; 10:025009. [PMID: 37234458 PMCID: PMC10207713 DOI: 10.1117/1.nph.10.2.025009] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/19/2023] [Revised: 03/16/2023] [Accepted: 05/01/2023] [Indexed: 05/28/2023]
Abstract
Significance Imaging Mueller polarimetry (IMP) appears as a promising technique for real-time delineation of healthy and neoplastic tissue during neurosurgery. The training of machine learning algorithms used for the image post-processing requires large data sets typically derived from the measurements of formalin-fixed brain sections. However, the success of the transfer of such algorithms from fixed to fresh brain tissue depends on the degree of alterations of polarimetric properties induced by formalin fixation (FF). Aim Comprehensive studies were performed on the FF induced changes in fresh pig brain tissue polarimetric properties. Approach Polarimetric properties of pig brain were assessed in 30 coronal thick sections before and after FF using a wide-field IMP system. The width of the uncertainty region between gray and white matter was also estimated. Results The depolarization increased by 5% in gray matter and remained constant in white matter following FF, whereas the linear retardance decreased by 27% in gray matter and by 28% in white matter after FF. The visual contrast between gray and white matter and fiber tracking remained preserved after FF. Tissue shrinkage induced by FF did not have a significant effect on the uncertainty region width. Conclusions Similar polarimetric properties were observed in both fresh and fixed brain tissues, indicating a high potential for transfer learning.
Collapse
Affiliation(s)
- Romain Gros
- University of Bern, Institute of Tissue Medicine and Pathology, Bern, Switzerland
- University of Bern, Graduate School for Cellular and Biomedical Sciences, Bern, Switzerland
| | - Omar Rodríguez-Núñez
- Bern University Hospital, University of Bern, Department of Neurosurgery, Inselspital, Bern, Switzerland
| | - Leonard Felger
- Bern University Hospital, University of Bern, Department of Neurosurgery, Inselspital, Bern, Switzerland
| | - Stefano Moriconi
- University of Bern, Inselspital, Bern University Hospital, University Institute of Diagnostic and Interventional Radiology, Support Center for Advanced Neuroimaging, Bern, Switzerland
| | - Richard McKinley
- University of Bern, Inselspital, Bern University Hospital, University Institute of Diagnostic and Interventional Radiology, Support Center for Advanced Neuroimaging, Bern, Switzerland
| | | | | | - Erik Vassella
- University of Bern, Institute of Tissue Medicine and Pathology, Bern, Switzerland
| | - Philippe Schucht
- Bern University Hospital, University of Bern, Department of Neurosurgery, Inselspital, Bern, Switzerland
| | - Ekkehard Hewer
- Lausanne University Hospital and University of Lausanne, Institute of Pathology, Lausanne, Switzerland
| | - Theoni Maragkou
- University of Bern, Institute of Tissue Medicine and Pathology, Bern, Switzerland
| |
Collapse
|
11
|
Deng L, Fan Z, Chen B, Zhai H, He H, He C, Sun Y, Wang Y, Ma H. A Dual-Modality Imaging Method Based on Polarimetry and Second Harmonic Generation for Characterization and Evaluation of Skin Tissue Structures. Int J Mol Sci 2023; 24:ijms24044206. [PMID: 36835613 PMCID: PMC9966533 DOI: 10.3390/ijms24044206] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2023] [Revised: 02/15/2023] [Accepted: 02/17/2023] [Indexed: 02/22/2023] Open
Abstract
The characterization and evaluation of skin tissue structures are crucial for dermatological applications. Recently, Mueller matrix polarimetry and second harmonic generation microscopy have been widely used in skin tissue imaging due to their unique advantages. However, the features of layered skin tissue structures are too complicated to use a single imaging modality for achieving a comprehensive evaluation. In this study, we propose a dual-modality imaging method combining Mueller matrix polarimetry and second harmonic generation microscopy for quantitative characterization of skin tissue structures. It is demonstrated that the dual-modality method can well divide the mouse tail skin tissue specimens' images into three layers of stratum corneum, epidermis, and dermis. Then, to quantitatively analyze the structural features of different skin layers, the gray level co-occurrence matrix is adopted to provide various evaluating parameters after the image segmentations. Finally, to quantitatively measure the structural differences between damaged and normal skin areas, an index named Q-Health is defined based on cosine similarity and the gray-level co-occurrence matrix parameters of imaging results. The experiments confirm the effectiveness of the dual-modality imaging parameters for skin tissue structure discrimination and assessment. It shows the potential of the proposed method for dermatological practices and lays the foundation for further, in-depth evaluation of the health status of human skin.
Collapse
Affiliation(s)
- Liangyu Deng
- Guangdong Research Center of Polarization Imaging and Measurement Engineering Technology, Shenzhen Key Laboratory for Minimal Invasive Medical Technologies, Institute of Biopharmaceutical and Health Engineering, Tsinghua Shenzhen International Graduate School, Tsinghua University, Shenzhen 518055, China
| | - Zhipeng Fan
- Guangdong Research Center of Polarization Imaging and Measurement Engineering Technology, Shenzhen Key Laboratory for Minimal Invasive Medical Technologies, Institute of Biopharmaceutical and Health Engineering, Tsinghua Shenzhen International Graduate School, Tsinghua University, Shenzhen 518055, China
| | - Binguo Chen
- Guangdong Research Center of Polarization Imaging and Measurement Engineering Technology, Shenzhen Key Laboratory for Minimal Invasive Medical Technologies, Institute of Biopharmaceutical and Health Engineering, Tsinghua Shenzhen International Graduate School, Tsinghua University, Shenzhen 518055, China
- Department of Biomedical Engineering, Tsinghua University, Beijing 100084, China
| | - Haoyu Zhai
- Guangdong Research Center of Polarization Imaging and Measurement Engineering Technology, Shenzhen Key Laboratory for Minimal Invasive Medical Technologies, Institute of Biopharmaceutical and Health Engineering, Tsinghua Shenzhen International Graduate School, Tsinghua University, Shenzhen 518055, China
- Department of Biomedical Engineering, Tsinghua University, Beijing 100084, China
| | - Honghui He
- Guangdong Research Center of Polarization Imaging and Measurement Engineering Technology, Shenzhen Key Laboratory for Minimal Invasive Medical Technologies, Institute of Biopharmaceutical and Health Engineering, Tsinghua Shenzhen International Graduate School, Tsinghua University, Shenzhen 518055, China
- Correspondence: (H.H.); (C.H.)
| | - Chao He
- Department of Engineering Science, University of Oxford, Parks Road, Oxford OX1 3PJ, UK
- Correspondence: (H.H.); (C.H.)
| | - Yanan Sun
- Experimental Research Center, China Academy of Chinese Medical Sciences, Beijing 100700, China
| | - Yi Wang
- Experimental Research Center, China Academy of Chinese Medical Sciences, Beijing 100700, China
| | - Hui Ma
- Guangdong Research Center of Polarization Imaging and Measurement Engineering Technology, Shenzhen Key Laboratory for Minimal Invasive Medical Technologies, Institute of Biopharmaceutical and Health Engineering, Tsinghua Shenzhen International Graduate School, Tsinghua University, Shenzhen 518055, China
- Department of Physics, Tsinghua University, Beijing 100084, China
| |
Collapse
|
12
|
Galvez EJ, Sharma B, Williams FK, You CJ, Khajavi B, Castrillon J, Shi L, Mamani S, Sordillo LA, Zhang L, Alfano RR. Decoherence of photon entanglement by transmission through brain tissue with Alzheimer's disease. BIOMEDICAL OPTICS EXPRESS 2022; 13:6621-6630. [PMID: 36589552 PMCID: PMC9774879 DOI: 10.1364/boe.474469] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/01/2022] [Revised: 11/12/2022] [Accepted: 11/13/2022] [Indexed: 06/17/2023]
Abstract
The generation, manipulation and quantification of non-classical light, such as quantum-entangled photon pairs, differs significantly from methods with classical light. Thus, quantum measures could be harnessed to give new information about the interaction of light with matter. In this study we investigate if quantum entanglement can be used to diagnose disease. In particular, we test whether brain tissue from subjects suffering from Alzheimer's disease can be distinguished from healthy tissue. We find that this is indeed the case. Polarization-entangled photons traveling through brain tissue lose their entanglement via a decohering scattering interaction that gradually renders the light in a maximally mixed state. We found that in thin tissue samples (between 120 and 600 micrometers) photons decohere to a distinguishable lesser degree in samples with Alzheimer's disease than in healthy-control ones. Thus, it seems feasible that quantum measures of entangled photons could be used as a means to identify brain samples with the neurodegenerative disease.
Collapse
Affiliation(s)
- E. J. Galvez
- Department of Physics and Astronomy, Colgate University, 13 Oak Drive, Hamilton, New York 13346, USA
| | - B. Sharma
- Department of Physics and Astronomy, Colgate University, 13 Oak Drive, Hamilton, New York 13346, USA
| | - F. K. Williams
- Department of Physics and Astronomy, Colgate University, 13 Oak Drive, Hamilton, New York 13346, USA
| | - C.-J. You
- Department of Physics and Astronomy, Colgate University, 13 Oak Drive, Hamilton, New York 13346, USA
| | - B. Khajavi
- Department of Physics and Astronomy, Colgate University, 13 Oak Drive, Hamilton, New York 13346, USA
| | - J. Castrillon
- Department of Physics and Astronomy, Colgate University, 13 Oak Drive, Hamilton, New York 13346, USA
| | - L. Shi
- Department of Bioengineering, University of California-San Diego, 9500 Gilman Drive, La Jolla, California 92093, USA
| | - S. Mamani
- Institute for Ultrafast Spectroscopy and Lasers–Physics Department, The City College of New York, 160 Convent Avenue, New York, NY 10031, USA
| | - L. A. Sordillo
- Institute for Ultrafast Spectroscopy and Lasers–Physics Department, The City College of New York, 160 Convent Avenue, New York, NY 10031, USA
| | - L. Zhang
- Institute for Ultrafast Spectroscopy and Lasers–Physics Department, The City College of New York, 160 Convent Avenue, New York, NY 10031, USA
| | - R. R. Alfano
- Institute for Ultrafast Spectroscopy and Lasers–Physics Department, The City College of New York, 160 Convent Avenue, New York, NY 10031, USA
| |
Collapse
|
13
|
Automatic pseudo-coloring approaches to improve visual perception and contrast in polarimetric images of biological tissues. Sci Rep 2022; 12:18479. [PMID: 36323771 PMCID: PMC9630374 DOI: 10.1038/s41598-022-23330-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2022] [Accepted: 10/29/2022] [Indexed: 11/06/2022] Open
Abstract
Imaging polarimetry methods have proved their suitability to enhance the image contrast between tissues and structures in organic samples, or even to reveal structures hidden in regular intensity images. These methods are nowadays used in a wide range of biological applications, as for the early diagnosis of different pathologies. To include the discriminatory potential of different polarimetric observables in a single image, a suitable strategy reported in literature consists in associating different observables to different color channels, giving rise to pseudo-colored images helping the visualization of different tissues in samples. However, previous reported polarimetric based pseudo-colored images of tissues are mostly based on simple linear combinations of polarimetric observables whose weights are set ad-hoc, and thus, far from optimal approaches. In this framework, we propose the implementation of two pseudo-colored methods. One is based on the Euclidean distances of actual values of pixels and an average value taken over a given region of interest in the considered image. The second method is based on the likelihood for each pixel to belong to a given class. Such classes being defined on the basis of a statistical model that describes the statistical distribution of values of the pixels in the considered image. The methods are experimentally validated on four different biological samples, two of animal origin and two of vegetal origin. Results provide the potential of the methods to be applied in biomedical and botanical applications.
Collapse
|
14
|
Nishizawa N, Kuchimaru T. Depth estimation of tumor invasion in early gastric cancer using scattering of circularly polarized light: Monte Carlo Simulation study. JOURNAL OF BIOPHOTONICS 2022; 15:e202200062. [PMID: 35666013 DOI: 10.1002/jbio.202200062] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/28/2022] [Revised: 04/26/2022] [Accepted: 05/25/2022] [Indexed: 06/15/2023]
Abstract
Quantitative depth estimation of tumor invasion in early gastric cancer by scattering of circularly polarized light is computationally investigated using the Monte Carlo method. Using the optical parameters of the human stomach wall and its carcinoma, the intensity and circular polarization of light scattered from pseudo-healthy and cancerous tissues were calculated over a wide spectral range. Large differences in the circular polarization with opposite signs, together with the large intensity, are obtained at wavelengths 600 nm and 950 nm. At these two wavelengths, the sampling depth of the biological tissues can be modulated by tuning the detection angle. In bi-layered pseudo-tissues with a cancerous layer on a healthy layer and vice versa, the degree of circular polarization of scattered light shows systematic changes depending on the thickness and depth of the cancerous layer, which indicates the feasibility of in vivo quantitative estimation of cancer progression in early gastric cancer.
Collapse
Affiliation(s)
- Nozomi Nishizawa
- Laboratory for Future Interdisciplinary Research of Science and Technology, Institute of Innovative Research, Tokyo Institute of Technology, Yokohama, Japan
| | | |
Collapse
|
15
|
Jamali M, Mohajer S, Sheikhlary S, Ara MHM. Z-scan optical method complements the Thioflavin T assay for investigation of anti-Alzheimer's impact of polyphenols. Photodiagnosis Photodyn Ther 2022; 39:102914. [PMID: 35595186 DOI: 10.1016/j.pdpdt.2022.102914] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2021] [Revised: 04/26/2022] [Accepted: 05/16/2022] [Indexed: 12/20/2022]
Abstract
Polyphenols are tremendously effective in eliminating the amyloid-beta aggregations, the main hallmark of Alzheimer's disease. In recent years various nano drugs and biomaterials based on polyphenolic compounds have been synthetized to treat or prevent Alzheimer's disease, and the main in-vitro approach to investigate the anti-Alzheimer's properties of materials, is Thioflavin T assay. In spite of being very helpful, it has some drawbacks and cannot guarantee the accuracy of data, specifically in case of polyphenolic compounds; thus, rendering accurate results requires utilizing other assays along with Thioflavin T. In this experiment, we introduced Z-scan technique as a complementary test for Thioflavin T assay. In this study, the anti-Alzheimer's properties of two polyphenols quercetin and fulvic acid were assessed in the presence and absences of silver nanoparticles at various concentrations, both via Z-scan technique and Thioflavin T assay, after which the two tests were aligned with each other. The polyphenols' non-linear refractive indices obtained by the Z-scan technique correlated well with their related fluorescence intensities from the Thioflavin T assay in such a way that, the smaller the magnitude of the non-linear refractive indices, the stronger the anti-amyloidogenic impact. Our work shows that Z-scan could be used along with Thioflavin T for better investigation of polyphenols' anti-Alzheimer's properties.
Collapse
Affiliation(s)
- Mohammad Jamali
- Biophotonics Lab, Faculty of Physics, Kharazmi University, Karaj 31979-37551, Iran
| | - Salman Mohajer
- Biophotonics Lab, Faculty of Physics, Kharazmi University, Karaj 31979-37551, Iran; Applied Science Research Center, Kharazmi University, Karaj 31979-37551, Iran
| | - Sara Sheikhlary
- Faculty of Biological Sciences, Kharazmi University, Karaj 31979-37551, Iran
| | - Mohammad Hossien Majles Ara
- Biophotonics Lab, Faculty of Physics, Kharazmi University, Karaj 31979-37551, Iran; Applied Science Research Center, Kharazmi University, Karaj 31979-37551, Iran
| |
Collapse
|
16
|
Bagha T, Kamal AM, Pal UM, Mohan Rao PS, Pandya HJ. Toward the development of a polarimetric tool to diagnose the fibrotic human ventricular myocardium. JOURNAL OF BIOMEDICAL OPTICS 2022; 27:055001. [PMID: 35562842 PMCID: PMC9106211 DOI: 10.1117/1.jbo.27.5.055001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/09/2022] [Accepted: 04/12/2022] [Indexed: 06/15/2023]
Abstract
SIGNIFICANCE Optical polarimetry is an emerging modality that effectively quantifies the bulk optical properties that correlate with the anisotropic structural properties of cardiac tissues. We demonstrate the application of a polarimetric tool for characterizing healthy and fibrotic human myocardial tissues efficiently with a high degree of accuracy. AIM The study was aimed to characterize the myocardial tissues from the left ventricle and right ventricle of N = 7 control and N = 10 diseased subjects. The diseased subjects were composed of two groups: N = 7 with rheumatic heart disease (RHD) and N = 3 with myxomatous valve (MV) disease. APPROACH A portable, affordable, and accurate linear polarization-based diagnostic tool is developed to measure the degree of linear polarization (DOLP) of the myocardial tissues while working at a wavelength of 850 nm. RESULTS The sensitivity, specificity, and accuracy of the polarimetric tool in distinguishing the control group from the RHD group were found to be 73.33%, 76.92%, and 75%, respectively, and from the MV group were 91.6%, 62.5%, and 80%, respectively, which demonstrates the efficacy of the polarimetric tool to distinguish the healthy myocardial tissues from diseased tissues. CONCLUSIONS We have successfully developed a polarimetric tool that can aid cardiologists in characterizing the myocardial tissues in conjunction with endomyocardial biopsy. This work should be followed up with experiments on a large cohort of control and diseased subjects. We intend to create and develop a probe to quantify the DOLP of in vivo heart tissue during surgery.
Collapse
Affiliation(s)
- Twinkle Bagha
- Indian Institute of Science, Department of Electronic Systems Engineering, Bangalore, Karnataka, India
| | - Arif Mohd. Kamal
- Indian Institute of Science, Department of Electronic Systems Engineering, Bangalore, Karnataka, India
| | - Uttam M. Pal
- Indian Institute of Science, Department of Electronic Systems Engineering, Bangalore, Karnataka, India
- Indian Institute of Information Technology Design and Manufacturing, Kancheepuram, Tamil Nadu, India
| | | | - Hardik J. Pandya
- Indian Institute of Science, Department of Electronic Systems Engineering, Bangalore, Karnataka, India
| |
Collapse
|
17
|
Borovkova M, Sieryi O, Lopushenko I, Kartashkina N, Pahnke J, Bykov A, Meglinski I. Screening of Alzheimer's Disease With Multiwavelength Stokes Polarimetry in a Mouse Model. IEEE TRANSACTIONS ON MEDICAL IMAGING 2022; 41:977-982. [PMID: 34807820 DOI: 10.1109/tmi.2021.3129700] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
The minimum histological criterion for the diagnostics of Alzheimer's disease (AD) in tissue is the presence of senile plaques and neurofibrillary tangles in specific brain locations. The routine procedure of morphological analysis implies time-consuming and laborious steps including sectioning and staining of formalin-fixed paraffin-embedded (FFPE) tissue. We developed a multispectral Stokes polarimetric imaging approach that allows characterization of FFPE brain tissue samples to discern the stages of AD progression without sectioning and staining the tissue. The Stokes polarimetry approach is highly sensitive to structural alterations of brain tissue, particularly to the changes in light scattering and birefringence. We present the results of the label-free non-destructive screening of FFPE mouse brain tissue and show several polarization metrics that demonstrate statistically significant differences for tissues at different stages of AD.
Collapse
|
18
|
Montinaro C, Pisanello M, Bianco M, Spagnolo B, Pisano F, Balena A, De Nuccio F, Lofrumento DD, Verri T, De Vittorio M, Pisanello F. Influence of the anatomical features of different brain regions on the spatial localization of fiber photometry signals. BIOMEDICAL OPTICS EXPRESS 2021; 12:6081-6094. [PMID: 34745723 PMCID: PMC8547979 DOI: 10.1364/boe.439848] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/06/2021] [Revised: 08/25/2021] [Accepted: 08/25/2021] [Indexed: 05/30/2023]
Abstract
Fiber photometry is widely used in neuroscience labs for in vivo detection of functional fluorescence from optical indicators of neuronal activity with a simple optical fiber. The fiber is commonly placed next to the region of interest to both excite and collect the fluorescence signal. However, the path of both excitation and fluorescence photons is altered by the uneven optical properties of the brain, due to local variation of the refractive index, different cellular types, densities and shapes. Nonetheless, the effect of the local anatomy on the actual shape and extent of the volume of tissue that interfaces with the fiber has received little attention so far. To fill this gap, we measured the size and shape of fiber photometry efficiency field in the primary motor and somatosensory cortex, in the hippocampus and in the striatum of the mouse brain, highlighting how their substructures determine the detected signal and the depth at which photons can be mined. Importantly, we show that the information on the spatial expression of the fluorescent probes alone is not sufficient to account for the contribution of local subregions to the overall collected signal, and it must be combined with the optical properties of the tissue adjacent to the fiber tip.
Collapse
Affiliation(s)
- Cinzia Montinaro
- Istituto Italiano di Tecnologia (IIT), Center for Biomolecular Nanotechnologies, Via Barsanti 14, 73010 Arnesano (Lecce), Italy
- Dipartimento di Scienze e Tecnologie Biologiche e Ambientali, Università del Salento, Via per Monteroni, 73100 Lecce, Italy
| | - Marco Pisanello
- Istituto Italiano di Tecnologia (IIT), Center for Biomolecular Nanotechnologies, Via Barsanti 14, 73010 Arnesano (Lecce), Italy
| | - Marco Bianco
- Istituto Italiano di Tecnologia (IIT), Center for Biomolecular Nanotechnologies, Via Barsanti 14, 73010 Arnesano (Lecce), Italy
- Dipartimento di Ingegneria dell'Innovazione, Università del Salento, Via per Monteroni, 73100 Lecce, Italy
| | - Barbara Spagnolo
- Istituto Italiano di Tecnologia (IIT), Center for Biomolecular Nanotechnologies, Via Barsanti 14, 73010 Arnesano (Lecce), Italy
| | - Filippo Pisano
- Istituto Italiano di Tecnologia (IIT), Center for Biomolecular Nanotechnologies, Via Barsanti 14, 73010 Arnesano (Lecce), Italy
| | - Antonio Balena
- Istituto Italiano di Tecnologia (IIT), Center for Biomolecular Nanotechnologies, Via Barsanti 14, 73010 Arnesano (Lecce), Italy
| | - Francesco De Nuccio
- Dipartimento di Scienze e Tecnologie Biologiche e Ambientali, Università del Salento, Via per Monteroni, 73100 Lecce, Italy
| | - Dario Domenico Lofrumento
- Dipartimento di Scienze e Tecnologie Biologiche e Ambientali, Università del Salento, Via per Monteroni, 73100 Lecce, Italy
| | - Tiziano Verri
- Dipartimento di Scienze e Tecnologie Biologiche e Ambientali, Università del Salento, Via per Monteroni, 73100 Lecce, Italy
| | - Massimo De Vittorio
- Istituto Italiano di Tecnologia (IIT), Center for Biomolecular Nanotechnologies, Via Barsanti 14, 73010 Arnesano (Lecce), Italy
- Dipartimento di Ingegneria dell'Innovazione, Università del Salento, Via per Monteroni, 73100 Lecce, Italy
- Equally contributing authors
| | - Ferruccio Pisanello
- Istituto Italiano di Tecnologia (IIT), Center for Biomolecular Nanotechnologies, Via Barsanti 14, 73010 Arnesano (Lecce), Italy
- Equally contributing authors
| |
Collapse
|
19
|
Rodríguez-Núñez O, Schucht P, Hewer E, Novikova T, Pierangelo A. Polarimetric visualization of healthy brain fiber tracts under adverse conditions: ex vivo studies. BIOMEDICAL OPTICS EXPRESS 2021; 12:6674-6685. [PMID: 34745764 PMCID: PMC8548022 DOI: 10.1364/boe.439754] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/05/2021] [Revised: 09/22/2021] [Accepted: 09/22/2021] [Indexed: 05/09/2023]
Abstract
We suggest using the wide-field imaging Mueller polarimetry to contrast optically anisotropic fiber tracts of healthy brain white matter for the detection of brain tumor borders during neurosurgery. Our prior studies demonstrate that this polarimetric imaging modality detects correctly the in-plane orientation of brain white matter fiber tracts of a flat formalin-fixed thick brain specimen in reflection geometry [IEEE Trans. Med. Imaging39, 4376 (2020)10.1109/TMI.2020.3018439]. Here we present the results of ex vivo polarimetric studies of large cross-sections of fresh calf brain in reflection geometry with a special focus on the impact of the adverse measurement conditions (e.g. complex surface topography, presence of blood, etc.) on the quality of polarimetric images and the detection performance of white matter fiber tracts and their in-plane orientation.
Collapse
Affiliation(s)
| | - Philippe Schucht
- Department of Neurosurgery, Inselspital, Bern University Hospital, University of Bern, 3010, Bern, Switzerland
| | - Ekkehard Hewer
- Lausanne University Hospital and University of Lausanne, 1011 Lausanne, Switzerland
| | - Tatiana Novikova
- LPICM, CNRS, Ecole polytechnique, IP Paris, Palaiseau, 91128, France
| | - Angelo Pierangelo
- LPICM, CNRS, Ecole polytechnique, IP Paris, Palaiseau, 91128, France
| |
Collapse
|
20
|
He C, He H, Chang J, Chen B, Ma H, Booth MJ. Polarisation optics for biomedical and clinical applications: a review. LIGHT, SCIENCE & APPLICATIONS 2021; 10:194. [PMID: 34552045 PMCID: PMC8458371 DOI: 10.1038/s41377-021-00639-x] [Citation(s) in RCA: 136] [Impact Index Per Article: 34.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/26/2021] [Revised: 08/30/2021] [Accepted: 09/01/2021] [Indexed: 05/13/2023]
Abstract
Many polarisation techniques have been harnessed for decades in biological and clinical research, each based upon measurement of the vectorial properties of light or the vectorial transformations imposed on light by objects. Various advanced vector measurement/sensing techniques, physical interpretation methods, and approaches to analyse biomedically relevant information have been developed and harnessed. In this review, we focus mainly on summarising methodologies and applications related to tissue polarimetry, with an emphasis on the adoption of the Stokes-Mueller formalism. Several recent breakthroughs, development trends, and potential multimodal uses in conjunction with other techniques are also presented. The primary goal of the review is to give the reader a general overview in the use of vectorial information that can be obtained by polarisation optics for applications in biomedical and clinical research.
Collapse
Affiliation(s)
- Chao He
- Department of Engineering Science, University of Oxford, Parks Road, Oxford, OX1 3PJ, UK.
| | - Honghui He
- Guangdong Engineering Center of Polarisation Imaging and Sensing Technology, Tsinghua Shenzhen International Graduate School, Tsinghua University, 518055, Shenzhen, China.
- Institute of Biopharmaceutical and Health Engineering, Tsinghua Shenzhen International Graduate School, Tsinghua University, 518055, Shenzhen, China.
| | - Jintao Chang
- Guangdong Engineering Center of Polarisation Imaging and Sensing Technology, Tsinghua Shenzhen International Graduate School, Tsinghua University, 518055, Shenzhen, China
- Department of Physics, Tsinghua University, 100084, Beijing, China
| | - Binguo Chen
- Guangdong Engineering Center of Polarisation Imaging and Sensing Technology, Tsinghua Shenzhen International Graduate School, Tsinghua University, 518055, Shenzhen, China
- Department of Biomedical Engineering, Tsinghua University, 100084, Beijing, China
| | - Hui Ma
- Guangdong Engineering Center of Polarisation Imaging and Sensing Technology, Tsinghua Shenzhen International Graduate School, Tsinghua University, 518055, Shenzhen, China
- Institute of Biopharmaceutical and Health Engineering, Tsinghua Shenzhen International Graduate School, Tsinghua University, 518055, Shenzhen, China
- Department of Physics, Tsinghua University, 100084, Beijing, China
| | - Martin J Booth
- Department of Engineering Science, University of Oxford, Parks Road, Oxford, OX1 3PJ, UK.
| |
Collapse
|
21
|
Fu Y, Chen Z, Tang Z, Ji Y. Removing the influence of the angle of incidence in a dual rotating retarder Mueller matrix polarimeter. APPLIED OPTICS 2021; 60:8472-8479. [PMID: 34612948 DOI: 10.1364/ao.435283] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/06/2021] [Accepted: 08/30/2021] [Indexed: 06/13/2023]
Abstract
Due to the sensitivity of wave plates to the angle of incidence (AOI) of light, the accuracy of a dual rotating retarder Mueller matrix polarimeter is also influenced by the AOI. Unlike other conventional systematic errors, the phase retardance error of wave plates caused by AOI is a periodic perturbation rather than a constant. We propose a new method to eliminate the influence of AOI based on a numerical calibration method. To verify the reliability of the proposed calibration method, we measured various types of samples in a transmission Mueller matrix measuring system, such as air, dichroic samples, and birefringent samples, with different AOI conditions. It is demonstrated that the new calibration method can effectively eliminate the influence of AOI. After calibration, the maximum measurement error can be reduced to less than 0.02.
Collapse
|
22
|
Song J, Zeng N, Guo W, Guo J, Ma H. Stokes polarization imaging applied for monitoring dynamic tissue optical clearing. BIOMEDICAL OPTICS EXPRESS 2021; 12:4821-4836. [PMID: 34513227 PMCID: PMC8407829 DOI: 10.1364/boe.426653] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/31/2021] [Revised: 06/09/2021] [Accepted: 06/28/2021] [Indexed: 05/09/2023]
Abstract
We propose a continuous Stokes imaging system with a refresh rate of several seconds, instead of a traditional Mueller measurement setup, to quickly track the microstructural changes of tissues during the optical clearing process. The effectiveness of this fast Stokes imaging applied in monitoring the dynamic process is first validated by three designed experiments with a polarization state that changes continuously and rapidly, and is further confirmed by gradual changes in polarization image contrast and resolution with clearing. By comparison with experiments from different tissue samples with the same agent, the fast Stokes response curve can improve the analysis ability of photon polarization behavior connected with the complicated changes of tissue characteristics.
Collapse
Affiliation(s)
- Jiawei Song
- Guangdong Research Center of Polarization Imaging and Measurement Engineering Technology, Shenzhen Key Laboratory for Minimal Invasive Medical Technologies, Graduate School at Shenzhen, Tsinghua University, Shenzhen 518055, China
- Tsinghua University, Department of Physics, 1 Tsinghua Yuan, Beijing 100084, China
| | - Nan Zeng
- Guangdong Research Center of Polarization Imaging and Measurement Engineering Technology, Shenzhen Key Laboratory for Minimal Invasive Medical Technologies, Graduate School at Shenzhen, Tsinghua University, Shenzhen 518055, China
| | - Wei Guo
- Guangdong Research Center of Polarization Imaging and Measurement Engineering Technology, Shenzhen Key Laboratory for Minimal Invasive Medical Technologies, Graduate School at Shenzhen, Tsinghua University, Shenzhen 518055, China
- Tsinghua University, Department of Biomedical Engineering, 1 Tsinghua Yuan, Beijing 100084, China
| | - Jun Guo
- Guangdong Research Center of Polarization Imaging and Measurement Engineering Technology, Shenzhen Key Laboratory for Minimal Invasive Medical Technologies, Graduate School at Shenzhen, Tsinghua University, Shenzhen 518055, China
| | - Hui Ma
- Guangdong Research Center of Polarization Imaging and Measurement Engineering Technology, Shenzhen Key Laboratory for Minimal Invasive Medical Technologies, Graduate School at Shenzhen, Tsinghua University, Shenzhen 518055, China
- Tsinghua University, Department of Physics, 1 Tsinghua Yuan, Beijing 100084, China
- Center for Precision Medicine and Healthcare, Tsinghua-Berkeley Shenzhen Institute, Shenzhen, 518071, China
| |
Collapse
|
23
|
Rodríguez C, Van Eeckhout A, Ferrer L, Garcia-Caurel E, González-Arnay E, Campos J, Lizana A. Polarimetric data-based model for tissue recognition. BIOMEDICAL OPTICS EXPRESS 2021; 12:4852-4872. [PMID: 34513229 PMCID: PMC8407836 DOI: 10.1364/boe.426387] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/31/2021] [Revised: 06/18/2021] [Accepted: 06/25/2021] [Indexed: 05/03/2023]
Abstract
We highlight the potential of a predictive optical model method for tissue recognition, based on the statistical analysis of different polarimetric indicators that retrieve complete polarimetric information (selective absorption, retardance and depolarization) of samples. The study is conducted on the experimental Mueller matrices of four biological tissues (bone, tendon, muscle and myotendinous junction) measured from a collection of 157 ex-vivo chicken samples. Moreover, we perform several non-parametric data distribution analyses to build a logistic regression-based algorithm capable to recognize, in a single and dynamic measurement, whether a sample corresponds (or not) to one of the four different tissue categories.
Collapse
Affiliation(s)
- Carla Rodríguez
- Grup d'Òptica, Physics Department, Universitat Autònoma de Barcelona, Bellaterra 08193, Spain
| | - Albert Van Eeckhout
- Grup d'Òptica, Physics Department, Universitat Autònoma de Barcelona, Bellaterra 08193, Spain
| | - Laia Ferrer
- Grup d'Òptica, Physics Department, Universitat Autònoma de Barcelona, Bellaterra 08193, Spain
| | - Enrique Garcia-Caurel
- LPICM, CNRS, Ecole Polytechnique, Institut Polytechnique de Paris, Palaiseau 91120, France
| | - Emilio González-Arnay
- Departamento de Anatomía, Histología y Neurociencia, Universidad Autónoma de Madrid, Madrid 28049, Spain
- Servicio de Anatomía Patológica, Hospital Universitario de Canarias, Santa Cruz de Tenerife 38320, Spain
| | - Juan Campos
- Grup d'Òptica, Physics Department, Universitat Autònoma de Barcelona, Bellaterra 08193, Spain
| | - Angel Lizana
- Grup d'Òptica, Physics Department, Universitat Autònoma de Barcelona, Bellaterra 08193, Spain
| |
Collapse
|
24
|
Bibikova EA, Kundikova ND, Mukhin YV, Chirkov VV. Composite polarization systems for independent controlling polarization of two beams with different wavelengths. BIOMEDICAL OPTICS EXPRESS 2021; 12:4046-4055. [PMID: 34457398 PMCID: PMC8367228 DOI: 10.1364/boe.427907] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/16/2021] [Revised: 06/06/2021] [Accepted: 06/08/2021] [Indexed: 05/31/2023]
Abstract
The usage of independent and simultaneous control of the state of light polarization at different wavelengths can expand the capabilities of polarization methods for biomedical application. Unfortunately, all known methods of polarization conversion cannot convert the state of light polarization at different wavelengths independently. We propose a method and device for independent and simultaneous control of the polarization state at two wavelengths. We have theoretically proved the possibility of maintaining the phase shift at the first wavelength unchanged while simultaneously and independently changing the phase shift at the second wavelength from 0 to 180 degrees. The capabilities of the method were for the first time demonstrated for radiation with wavelengths λ = 632.8 nm and λ = 488 nm. At the wavelength λ = 632.8 nm, the phase shift remained equal to 180° whereas at the wavelength λ = 488 nm, it varied in the range from 121° to 136°.
Collapse
Affiliation(s)
- Evelina A. Bibikova
- Institute of Electrophysics, Ural Branch of the RAS, Yekaterinburg, Russia
- South Ural State University, Chelyabinsk, Russia
| | - Nataliya D. Kundikova
- Institute of Electrophysics, Ural Branch of the RAS, Yekaterinburg, Russia
- South Ural State University, Chelyabinsk, Russia
| | - Yurii V. Mukhin
- Institute of Electrophysics, Ural Branch of the RAS, Yekaterinburg, Russia
- South Ural State University, Chelyabinsk, Russia
| | | |
Collapse
|
25
|
Ivanov D, Dremin V, Borisova E, Bykov A, Novikova T, Meglinski I, Ossikovski R. Polarization and depolarization metrics as optical markers in support to histopathology of ex vivo colon tissue. BIOMEDICAL OPTICS EXPRESS 2021; 12:4560-4572. [PMID: 34457432 PMCID: PMC8367259 DOI: 10.1364/boe.426713] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/01/2021] [Revised: 05/27/2021] [Accepted: 05/29/2021] [Indexed: 05/08/2023]
Abstract
Tissue polarimetry holds great promise to improve the effectiveness of conventional cancer diagnostics and staging, being a fast, minimally invasive, and low-cost optical technique. We introduce an enhanced diagnostic method for ex vivo colon specimens assessment by utilizing Stokes and Mueller matrix polarimetry. The proposed method makes use of experimental Mueller matrices, measured from healthy and tumor zones of a colon specimen, as input data for post-processing algorithms that include physical realisability filtering, symmetric decomposition and estimation of various polarization and depolarization metrics for colon specimen diagnostics. We validated our results with the gold standard histological diagnostics provided by pathologists. It was found that the Stokes-Mueller matrix polarimetry, combined with the appropriate filtering, decomposition algorithms and polarization/depolarization metrics calculations provides relevant optical markers of the colon tissue pathological conditions (healthy versus cancer), as confirmed by histopathology analysis. This approach potentially provides physicians with valuable and complementary information that holds promises in helping with the diagnostics of colon tissue specimens.
Collapse
Affiliation(s)
- Deyan Ivanov
- LPICM, CNRS, Ecole Polytechnique,
Institut Polytechnique de Paris, Palaiseau,
France
- Institute of Electronics,
Bulgarian Academy of Sciences, Sofia,
Bulgaria
| | - Viktor Dremin
- Research and Development Center of
Biomedical Photonics, Orel State
University, Russia
- College of Engineering and Physical
Sciences, Aston University, Birmingham,
UK
| | - Ekaterina Borisova
- Institute of Electronics,
Bulgarian Academy of Sciences, Sofia,
Bulgaria
| | - Alexander Bykov
- Optoelectronics and Measurement Techniques
unit, University of Oulu, Finland
| | - Tatiana Novikova
- LPICM, CNRS, Ecole Polytechnique,
Institut Polytechnique de Paris, Palaiseau,
France
| | - Igor Meglinski
- College of Engineering and Physical
Sciences, Aston University, Birmingham,
UK
- Optoelectronics and Measurement Techniques
unit, University of Oulu, Finland
- Institute of Clinical Medicine N.V.
Sklifosovsky, I. M. Sechenov First Moscow State Medical
University, Moscow, Russia
- V. A. Negovsky Scientific
Research Institute of General Reanimatology, Federal
Research and Clinical Center of Intensive Care Medicine and
Rehabilitology, Moscow, 107031, Russia
- Senior co-authors
| | - Razvigor Ossikovski
- LPICM, CNRS, Ecole Polytechnique,
Institut Polytechnique de Paris, Palaiseau,
France
- Senior co-authors
| |
Collapse
|
26
|
Nishizawa N, Munekata H. Lateral-Type Spin-Photonics Devices: Development and Applications. MICROMACHINES 2021; 12:mi12060644. [PMID: 34072992 PMCID: PMC8226829 DOI: 10.3390/mi12060644] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/30/2021] [Revised: 05/22/2021] [Accepted: 05/29/2021] [Indexed: 11/13/2022]
Abstract
Spin-photonic devices, represented by spin-polarized light emitting diodes and spin-polarized photodiodes, have great potential for practical use in circularly polarized light (CPL) applications. Focusing on the lateral-type spin-photonic devices that can exchange CPL through their side facets, this review describes their functions in practical CPL applications in terms of: (1) Compactness and integrability, (2) stand-alone (monolithic) nature, (3) room temperature operation, (4) emission with high circular polarization, (5) polarization controllability, and (6) CPL detection. Furthermore, it introduces proposed CPL applications in a wide variety of fields and describes the application of these devices in biological diagnosis using CPL scattering. Finally, it discusses the current state of spin-photonic devices and their applications and future prospects.
Collapse
|
27
|
Peyvasteh M, Popov A, Bykov A, Pierangelo A, Novikova T, Meglinski I. Evolution of raw meat polarization-based properties by means of Mueller matrix imaging. JOURNAL OF BIOPHOTONICS 2021; 14:e202000376. [PMID: 33220020 DOI: 10.1002/jbio.202000376] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/17/2020] [Revised: 11/03/2020] [Accepted: 11/18/2020] [Indexed: 05/06/2023]
Abstract
The possibilities of using Mueller matrix (MM) imaging polarimetry to assess meat quality have not yet been sufficiently explored. In the current study, the fresh porcine muscles are imaged at room temperature with a wide-field MM imaging polarimeter over 26 hours to visualize dynamics of tissue optical properties through applying Lu-Chipman decomposition. The frequency distribution histograms (FDHs) and statistical analysis of the MM elements show prominent changes over time. The wavelength spectra of both total depolarization and scalar retardance have dips at 550 nm whereas their values continuously increase with time; the former is referred to the increase of number of scattering events and decrease of myoglobin absorption in the red part of visible spectra related to meat color and freshness, while the latter is associated with the increase in birefringence and meat tenderness. The obtained results are promising to develop a novel fast noncontact optical technique for monitoring of meat quality.
Collapse
Affiliation(s)
- Motahareh Peyvasteh
- Opto-Electronic and Measurement Techniques research unit, University of Oulu, Oulu, Finland
| | - Alexey Popov
- VTT Technical Research Centre of Finland, Oulu, Finland
| | - Alexander Bykov
- Opto-Electronic and Measurement Techniques research unit, University of Oulu, Oulu, Finland
| | - Angelo Pierangelo
- Laboratory of Physics of Interfaces and Thin Films, École Polytechnique, Palaiseau, France
| | - Tatiana Novikova
- Laboratory of Physics of Interfaces and Thin Films, École Polytechnique, Palaiseau, France
| | - Igor Meglinski
- Opto-Electronic and Measurement Techniques research unit, University of Oulu, Oulu, Finland
- Institute of Engineering Physics for Biomedicine (PhysBio), National Research Nuclear University "MEPhI", Moscow, Russia
- Interdisciplinary Laboratory of Biophotonics, National Research Tomsk State University, Tomsk, Russia
- Department of Histology, Cytology and Embryology, Institute of Clinical Medicine N.V. Sklifosovsky, I.M. Sechenov First Moscow State Medical University, Moscow, Russia
- Department of Mechanical, Biomedical and Design, College of Engineering and Physical Sciences, Aston University, Birmingham, UK
| |
Collapse
|
28
|
Nishizawa N, Al-Qadi B, Kuchimaru T. Angular optimization for cancer identification with circularly polarized light. JOURNAL OF BIOPHOTONICS 2021; 14:e202000380. [PMID: 33295146 DOI: 10.1002/jbio.202000380] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/19/2020] [Revised: 11/17/2020] [Accepted: 12/03/2020] [Indexed: 05/24/2023]
Abstract
Depolarization of circularly polarized light scattered from biological tissues depends on structural changes in cell nuclei, which can provide valuable information for differentiating cancer tissues concealed in healthy tissues. In this study, we experimentally verified the possibility of cancer identification using scattering of circularly polarized light. We investigated the polarization of light scattered from a sliced biological tissue with various optical configurations. A significant difference between circular polarizations of light scattered from cancerous and healthy tissues is observed, which is sufficient to distinguish a cancerous region. The line-scanning experiments along a region incorporating healthy and cancerous parts indicate step-like behaviors in the degree of circular polarization corresponding to the state of tissues, whether cancerous or normal. An oblique and perpendicular incidence induces different resolutions for identifying cancerous tissues, which indicates that the optical arrangement can be selected according to the priority of resolution.
Collapse
Affiliation(s)
- Nozomi Nishizawa
- Laboratory for Future Interdisciplinary Research and Technology, Tokyo Institute of Technology, Yokohama, Japan
| | - Bassam Al-Qadi
- College of Engineering and Technology, Palestine Technical University - Kadoorie, Tulkarm, Palestine
| | | |
Collapse
|
29
|
Shen Y, Huang R, He H, Liu S, Dong Y, Wu J, Ma H. Comparative study of the influence of imaging resolution on linear retardance parameters derived from the Mueller matrix. BIOMEDICAL OPTICS EXPRESS 2021; 12:211-225. [PMID: 33659076 PMCID: PMC7899522 DOI: 10.1364/boe.410989] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/24/2020] [Revised: 11/13/2020] [Accepted: 12/02/2020] [Indexed: 05/07/2023]
Abstract
Polarization imaging techniques are emerging tools to provide quantitative information of anisotropic structures, such as the density and orientation distribution of fibers in tissue samples. Recently, it is found that when using Mueller matrix polarimetry to obtain the structural features of tissue samples, some information can be revealed by relatively low-resolution polarization parameter images. Thus, to analyze what kinds of anisotropic optical and structural information contained in high-resolution polarization images are preserved in low-resolution ones, here we carry out a comparative study of the influence of imaging resolution on the Mueller matrix derived linear retardance parameters. We measure the microscopic Mueller matrix of human healthy breast duct tissues and ductal carcinoma in situ (DCIS) tissues, which have distinct typical fibrous structures, using objectives with different numerical aperture. Then we quantitatively compare a group of image texture feature parameters of the linear retardance parameters images under high and low imaging resolutions. The results demonstrate that the fibers density information contained in the texture features of linear retardance δ parameter image are preserved well with the decline of imaging resolution. While for the azimuthal orientation parameter θ which closely related to the spatial location, we still need high imaging resolution to obtain quantitative structural information. The study provides an important criterion to decide which information of fibrous structures can be extracted accurately using transmission Mueller matrix microscope with low numerical aperture objectives.
Collapse
Affiliation(s)
- Yuanxing Shen
- Guangdong Research Center of Polarization Imaging and Measurement Engineering Technology, Shenzhen Key Laboratory for Minimal Invasive Medical Technologies, Institute of Optical Imaging and Sensing, Shenzhen International Graduate School, Tsinghua University, Shenzhen, Guangdong 518055, China
- Department of Biomedical Engineering, Tsinghua University, Beijing 100084, China
- These authors contributed equally to this work
| | - Rongrong Huang
- Guangdong Research Center of Polarization Imaging and Measurement Engineering Technology, Shenzhen Key Laboratory for Minimal Invasive Medical Technologies, Institute of Optical Imaging and Sensing, Shenzhen International Graduate School, Tsinghua University, Shenzhen, Guangdong 518055, China
- Department of Biomedical Engineering, Tsinghua University, Beijing 100084, China
- These authors contributed equally to this work
| | - Honghui He
- Guangdong Research Center of Polarization Imaging and Measurement Engineering Technology, Shenzhen Key Laboratory for Minimal Invasive Medical Technologies, Institute of Optical Imaging and Sensing, Shenzhen International Graduate School, Tsinghua University, Shenzhen, Guangdong 518055, China
| | - Shaoxiong Liu
- Shenzhen Sixth People's Hospital (Nanshan Hospital), Huazhong University of Science and Technology Union Shenzhen Hospital, Shenzhen, Guangdong 518052, China
| | - Yang Dong
- Tsinghua-Berkeley Shenzhen Institute, Tsinghua University, Shenzhen, Guangdong 518071, China
| | - Jian Wu
- Guangdong Research Center of Polarization Imaging and Measurement Engineering Technology, Shenzhen Key Laboratory for Minimal Invasive Medical Technologies, Institute of Optical Imaging and Sensing, Shenzhen International Graduate School, Tsinghua University, Shenzhen, Guangdong 518055, China
| | - Hui Ma
- Guangdong Research Center of Polarization Imaging and Measurement Engineering Technology, Shenzhen Key Laboratory for Minimal Invasive Medical Technologies, Institute of Optical Imaging and Sensing, Shenzhen International Graduate School, Tsinghua University, Shenzhen, Guangdong 518055, China
- Tsinghua-Berkeley Shenzhen Institute, Tsinghua University, Shenzhen, Guangdong 518071, China
- Department of Physics, Tsinghua University, Beijing 100084, China
| |
Collapse
|