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Goh Y, Balasundaram G, Tan HM, Putti TC, Bi R, Hartman M, Buhari SA, Ng CWQ, Lui SA, Goh SSN, Leong WQ, Fang E, Quek ST, Olivo M. Utility of photoacoustic patterns in intra-operative margin assessment of breast cancer post neoadjuvant chemotherapy. PHOTOACOUSTICS 2025; 43:100701. [PMID: 40177367 PMCID: PMC11964573 DOI: 10.1016/j.pacs.2025.100701] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/26/2024] [Revised: 01/31/2025] [Accepted: 02/16/2025] [Indexed: 04/05/2025]
Abstract
Purpose To evaluate the feasibility and accuracy of ultrasound-guided photoacoustic tomography (US-PA) for intraoperative margin assessment in breast-conserving surgery (BCS) following neoadjuvant chemotherapy (NACT). Methods This study, approved by the local Institutional Review Board, included 21 women with histologically confirmed breast cancer referred for BCS post-NACT. Data from 4 participants were used for training while 17 participants were analyzed. US-PA imaging was performed using the MSOT inVision 512-ECHO system, capturing chromophores like lipids, collagen, and hemoglobin up to a 5 mm depth. Imaging results were compared to histopathological findings, and diagnostic accuracy was calculated. Results US-PA imaging demonstrated a high diagnostic accuracy of 89.0 %, with a sensitivity and negative predictive value (NPV) of 100 %, specificity of 86.9 %, and positive predictive value (PPV) of 59.4 %. Excellent inter-observer agreement (kappa = 1) was observed. No laser-induced tissue damage was noted. The average scan time per specimen was approximately 20 minutes. False positives (n = 11) were primarily due to post-therapy fibrotic changes and extremely close tumor extensions (<2 mm). Conclusion US-PA provided clear visualization of tissue components, accurately correlating with histopathology. The method's high NPV minimizes the risk of re-operations and locoregional recurrence. Although the PPV was lower, it did not impact clinical management as surgeons typically excise wider margins in such cases. The study highlighted US-PA's potential as a promising tool for intraoperative margin assessment in BCS post-NACT, offering a rapid, accurate, and safe method. Further studies with larger sample sizes are needed to confirm these findings and enhance quantitative assessment methods.
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Affiliation(s)
- Yonggeng Goh
- Department of Diagnostic Imaging, National University Hospital, 5 Lower Kent Ridge Road, Singapore 119074, Singapore
| | - Ghayathri Balasundaram
- A⁎STAR Skin Research Labs, Agency for Science, Technology and Research (A⁎STAR), 31 Biopolis Way, #07-01, Nanos 138669, Singapore
| | - Hui Min Tan
- Department of Pathology, National University Hospital, 5 Lower Kent Ridge Road, Singapore 119074, Singapore
| | - Thomas Choudary Putti
- Department of Pathology, National University Hospital, 5 Lower Kent Ridge Road, Singapore 119074, Singapore
| | - Renzhe Bi
- A⁎STAR Skin Research Labs, Agency for Science, Technology and Research (A⁎STAR), 31 Biopolis Way, #07-01, Nanos 138669, Singapore
| | - Mikael Hartman
- Department of Breast Surgery, National University Hospital, 5 Lower Kent Ridge Road, Singapore 119074, Singapore
| | - Shaik Ahmad Buhari
- Department of Breast Surgery, National University Hospital, 5 Lower Kent Ridge Road, Singapore 119074, Singapore
| | - Celene Wei Qi Ng
- Department of Breast Surgery, National University Hospital, 5 Lower Kent Ridge Road, Singapore 119074, Singapore
| | - Su Ann Lui
- Department of Breast Surgery, National University Hospital, 5 Lower Kent Ridge Road, Singapore 119074, Singapore
| | - Serene Si Ning Goh
- Department of Breast Surgery, National University Hospital, 5 Lower Kent Ridge Road, Singapore 119074, Singapore
| | - Wei Qi Leong
- Department of Breast Surgery, National University Hospital, 5 Lower Kent Ridge Road, Singapore 119074, Singapore
| | - Eric Fang
- Department of Diagnostic Imaging, National University Hospital, 5 Lower Kent Ridge Road, Singapore 119074, Singapore
| | - Swee Tian Quek
- Department of Diagnostic Imaging, National University Hospital, 5 Lower Kent Ridge Road, Singapore 119074, Singapore
| | - Malini Olivo
- A⁎STAR Skin Research Labs, Agency for Science, Technology and Research (A⁎STAR), 31 Biopolis Way, #07-01, Nanos 138669, Singapore
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Goh Y, Balasundaram G, Tan HM, Putti TC, Ng CWQ, Fang E, Bi R, Tang SW, Buhari SA, Hartman M, Chan CW, Lim YT, Olivo M, Quek ST. Photoacoustic Tomography Appearance of Fat Necrosis: A First-in-Human Demonstration of Biochemical Signatures along with Histological Correlation. Diagnostics (Basel) 2022; 12:diagnostics12102456. [PMID: 36292144 PMCID: PMC9600102 DOI: 10.3390/diagnostics12102456] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2022] [Revised: 10/06/2022] [Accepted: 10/10/2022] [Indexed: 11/17/2022] Open
Abstract
A 50-year-old woman with no past medical history presented with a left anterior chest wall mass that was clinically soft, mobile, and non-tender. A targeted ultrasound (US) showed findings suggestive of a lipoma. However, focal “mass-like” nodules seen within the inferior portion suggested malignant transformation of a lipomatous lesion called for cross sectional imaging, such as MRI or invasive biopsy or excision for histological confirmation. A T1-weighted image demonstrated a large lipoma that has a central fat-containing region surrounded by an irregular hypointense rim in the inferior portion, confirming the benignity of the lipoma. An ultrasound-guided photoacoustic imaging (PA) of the excised specimen to derive the biochemical distribution demonstrated the “mass-like” hypoechoic regions on US as fat-containing, suggestive of benignity of lesion, rather than fat-replacing suggestive of malignancy. The case showed the potential of PA as an adjunct to US in improving the diagnostic confidence in lesion characterization.
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Affiliation(s)
- Yonggeng Goh
- Department of Diagnostic Imaging, National University Hospital, 5 Lower Kent Ridge Road, Singapore 119074, Singapore
| | - Ghayathri Balasundaram
- Translational Biophotonics Laboratory, Institute of Bioengineering & Bioimaging, Agency for Science, Technology & Research, 11 Biopolis Way, #02-02 Helios, Singapore 138667, Singapore
| | - Hui Min Tan
- Department of Pathology, National University Hospital, 5 Lower Kent Ridge Road, Singapore 119074, Singapore
| | - Thomas Choudary Putti
- Department of Pathology, National University Hospital, 5 Lower Kent Ridge Road, Singapore 119074, Singapore
| | - Celene Wei Qi Ng
- Department of Breast Surgery, National University Hospital, 5 Lower Kent Ridge Road, Singapore 119074, Singapore
| | - Eric Fang
- Department of Diagnostic Imaging, National University Hospital, 5 Lower Kent Ridge Road, Singapore 119074, Singapore
| | - Renzhe Bi
- Translational Biophotonics Laboratory, Institute of Bioengineering & Bioimaging, Agency for Science, Technology & Research, 11 Biopolis Way, #02-02 Helios, Singapore 138667, Singapore
| | - Siau Wei Tang
- Department of Breast Surgery, National University Hospital, 5 Lower Kent Ridge Road, Singapore 119074, Singapore
| | - Shaik Ahmad Buhari
- Department of Breast Surgery, National University Hospital, 5 Lower Kent Ridge Road, Singapore 119074, Singapore
| | - Mikael Hartman
- Department of Breast Surgery, National University Hospital, 5 Lower Kent Ridge Road, Singapore 119074, Singapore
| | - Ching Wan Chan
- Department of Breast Surgery, National University Hospital, 5 Lower Kent Ridge Road, Singapore 119074, Singapore
| | - Yi Ting Lim
- Department of Diagnostic Imaging, National University Hospital, 5 Lower Kent Ridge Road, Singapore 119074, Singapore
| | - Malini Olivo
- Translational Biophotonics Laboratory, Institute of Bioengineering & Bioimaging, Agency for Science, Technology & Research, 11 Biopolis Way, #02-02 Helios, Singapore 138667, Singapore
- Correspondence: (M.O.); (S.T.Q.); Tel.: +65-6478 7018 (M.O.)
| | - Swee Tian Quek
- Department of Diagnostic Imaging, National University Hospital, 5 Lower Kent Ridge Road, Singapore 119074, Singapore
- Correspondence: (M.O.); (S.T.Q.); Tel.: +65-6478 7018 (M.O.)
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Goh Y, Balasundaram G, Tan HM, Putti TC, Tang SW, Ng CWQ, Buhari SA, Fang E, Moothanchery M, Bi R, Olivo M, Quek ST. Biochemical "decoding" of breast ultrasound images with optoacoustic tomography fusion: First-in-human display of lipid and collagen signals on breast ultrasound. PHOTOACOUSTICS 2022; 27:100377. [PMID: 35769886 PMCID: PMC9234090 DOI: 10.1016/j.pacs.2022.100377] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/16/2022] [Revised: 06/01/2022] [Accepted: 06/02/2022] [Indexed: 05/29/2023]
Abstract
To date, studies which utilized ultrasound (US) and optoacoustic tomography (OT) fusion (US-OT) in biochemical differentiation of malignant and benign breast conditions have relied on limited biochemical data such as oxyhaemoglobin (OH) and deoxyhaemoglobin (DH) only. There has been no data of the largest biochemical components of breast fibroglandular tissue: lipid and collagen. Here, the authors believe the ability to image collagen and lipids within the breast tissue could serve as an important milestone in breast US-OT imaging with many potential downstream clinical applications. Hence, we would like to present the first-in-human US-OT demonstration of lipid and collagen differentiation in an excised breast tissue from a 38-year-old female.
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Affiliation(s)
- Yonggeng Goh
- Department of Diagnostic Imaging, National University Hospital, Singapore
| | - Ghayathri Balasundaram
- Translational Biophotonics Laboratory, Institute of Bioengineering & Bioimaging, Agency for Science, Technology & Research, Singapore
| | - Hui Min Tan
- Department of Pathology, National University Hospital, Singapore
| | | | - Siau Wei Tang
- Department of Breast Surgery, National University Hospital, Singapore
| | - Celene Wei Qi Ng
- Department of Breast Surgery, National University Hospital, Singapore
| | | | - Eric Fang
- Department of Diagnostic Imaging, National University Hospital, Singapore
| | - Mohesh Moothanchery
- Translational Biophotonics Laboratory, Institute of Bioengineering & Bioimaging, Agency for Science, Technology & Research, Singapore
| | - Renzhe Bi
- Translational Biophotonics Laboratory, Institute of Bioengineering & Bioimaging, Agency for Science, Technology & Research, Singapore
| | - Malini Olivo
- Translational Biophotonics Laboratory, Institute of Bioengineering & Bioimaging, Agency for Science, Technology & Research, Singapore
| | - Swee Tian Quek
- Department of Diagnostic Imaging, National University Hospital, Singapore
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Dutrieux N, Le Coupanec P, Gil H, Koenig A, Abraham P, Quesada JL, Cracowski JL, Righini C, Coll JL. Safety of use of the ENDOSWIR near-infrared optical imaging device on human tissues: prospective blind study. Lasers Med Sci 2022; 37:2873-2877. [PMID: 35650311 DOI: 10.1007/s10103-022-03556-6] [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: 11/29/2021] [Accepted: 03/31/2022] [Indexed: 10/18/2022]
Abstract
Cancer surgery requires removing the tumor tissue in necessary and sufficient quantities. Spectral optical imaging in the short-wave infrared (900-1700 nm) could provide an intraoperative guidance to the surgeon based on the absorption of the tissues without contrast agent. Our objective was to ensure the safety of our ENDOSWIR device on human tissues. Histological analysis of fresh human tonsils exposed to the SWIR light or not was compared and showed no histological differences. This demonstrates the safety of using the SWIR device on human tissues and allows us to initiate a clinical study for the resection of tumors intraoperatively.
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Affiliation(s)
- Noemie Dutrieux
- Department of Oto-Rhino-Laryngology, Head and Neck Surgery, Grenoble Alpes University Hospital, Grenoble, France.,Medical Faculty, University of Grenoble Alpes, Grenoble, France.,Institute for Advanced Biosciences, INSERM UGA U1209, CNRS UMR 5309, La Tronche, France
| | - Patricia Le Coupanec
- Univ. Grenoble Alpes, F-38000, Grenoble, France.,CEA, LETI, MINATEC Campus, F-38054, Grenoble, France
| | - Hugo Gil
- Medical Faculty, University of Grenoble Alpes, Grenoble, France.,Department of Anatomo-Cytopathology, Grenoble Alpes University Hospital, Grenoble, France
| | - Anne Koenig
- Univ. Grenoble Alpes, F-38000, Grenoble, France.,CEA, LETI, MINATEC Campus, F-38054, Grenoble, France
| | | | - Jean-Louis Quesada
- Medical Faculty, University of Grenoble Alpes, Grenoble, France.,Centre d'Investigation Clinique, INSERM, Grenoble Alpes University Hospital, Grenoble, France
| | - Jean-Luc Cracowski
- Medical Faculty, University of Grenoble Alpes, Grenoble, France.,Centre d'Investigation Clinique, INSERM, Grenoble Alpes University Hospital, Grenoble, France
| | - Christian Righini
- Department of Oto-Rhino-Laryngology, Head and Neck Surgery, Grenoble Alpes University Hospital, Grenoble, France.,Medical Faculty, University of Grenoble Alpes, Grenoble, France.,Institute for Advanced Biosciences, INSERM UGA U1209, CNRS UMR 5309, La Tronche, France
| | - Jean-Luc Coll
- Institute for Advanced Biosciences, INSERM UGA U1209, CNRS UMR 5309, La Tronche, France.
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Cheng Z, Wu L, Qiu T, Duan Y, Qin H, Hu J, Yang S. An Excitation-Reception Collinear Probe for Ultrasonic, Photoacoustic, and Thermoacoustic Tri-Modal Volumetric Imaging. IEEE TRANSACTIONS ON MEDICAL IMAGING 2021; 40:3498-3506. [PMID: 34125673 DOI: 10.1109/tmi.2021.3089243] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
Imaging systems that integrate multiple modalities can reveal complementary anatomic and functional information as they exploit different contrast mechanisms, which have shown great application potential and advantages in preclinical studies. A portable and easy-to-use imaging probe will be more conducive to transfer to clinical practice. Here, we present a tri-modal ultrasonic (US), photoacoustic (PA), and thermoacoustic (TA) imaging system with an excitation-reception collinear probe. The acoustic field, light field, and electric field of the probe were designed to be coaxial, realizing homogeneous illumination and high-sensitivity detection at the same detection position. US images can provide detailed information about structures, PA images can delineate the morphology of blood vessels in tissues, and TA images can reveal dielectric properties of the tissues. Moreover, phantoms and in vivo human finger experiments were performed by the tri-modal imaging system to demonstrate its performance. The results show that the tri-modal imaging system with the proposed probe has the ability to detect small breast tumors with a radius of only 2.5 mm and visualize the anatomical structure of the finger in three dimensions. Our work confirms that the tri-modal imaging system equipped with a collinear probe can be applied to a variety of different scenarios, which lays a solid foundation for the application of the tri-modality system in clinical trials.
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Duan Y, Cheng Z, Qiu T, Wen L, Xiong K. Spherical-matching hyperbolic-array photoacoustic computed tomography. JOURNAL OF BIOPHOTONICS 2021; 14:e202100023. [PMID: 33729687 DOI: 10.1002/jbio.202100023] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/15/2021] [Revised: 03/13/2021] [Accepted: 03/15/2021] [Indexed: 06/12/2023]
Abstract
Linear-array photoacoustic computed tomography (LA-PACT), for its flexibility and simplicity, has great potential in providing anatomical and functional information of tissues. However, the limited coverage view impedes the LA-PACT obtaining high-quality images. In this study, a photoacoustic tomographic system with a hyperbolic-array transducer was developed for stereoscopic PA imaging of carotid artery. The hyperbolic-array PACT increases the receiving sensitivity for PA signal detection due to its transducer's geometric structure matching with the spherical wave. The control phantom experiment shows that the proposed system can expand the angular coverage of ∼1/3 more than that of the LA-PACT system, and the volumetric PA images of rat's carotid artery demonstrates the potential of the system for carotid artery imaging. Furthermore, volumetric imaging of the human forearm verifies that the system has significant capability in human imaging, which indicates that it has bright prospect for assisting diagnosis in the vascular disease.
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Affiliation(s)
- Yihao Duan
- MOE Key Laboratory of Laser Life Science & Institute of Laser Life Science, College of Biophotonics, South China Normal University, Guangzhou, China
- Guangdong Provincial Key Laboratory of Laser Life Science, College of Biophotonics, South China Normal University, Guangzhou, China
| | - Zhongwen Cheng
- MOE Key Laboratory of Laser Life Science & Institute of Laser Life Science, College of Biophotonics, South China Normal University, Guangzhou, China
- Guangdong Provincial Key Laboratory of Laser Life Science, College of Biophotonics, South China Normal University, Guangzhou, China
| | - Tengsen Qiu
- MOE Key Laboratory of Laser Life Science & Institute of Laser Life Science, College of Biophotonics, South China Normal University, Guangzhou, China
- Guangdong Provincial Key Laboratory of Laser Life Science, College of Biophotonics, South China Normal University, Guangzhou, China
| | - Liewei Wen
- Zhuhai Interventional Medical Center, Zhuhai Precision Medical Center, Zhuhai People's Hospital, Zhuhai Hospital Affiliated with Jinan University, Jinan University, Zhuhai, Guangdong, China
| | - Kedi Xiong
- MOE Key Laboratory of Laser Life Science & Institute of Laser Life Science, College of Biophotonics, South China Normal University, Guangzhou, China
- Guangdong Provincial Key Laboratory of Laser Life Science, College of Biophotonics, South China Normal University, Guangzhou, China
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Zhang R, Zhao LY, Zhao CY, Wang M, Liu SR, Li JC, Zhao RN, Wang RJ, Yang F, Zhu L, He XJ, Li CH, Jiang YX, Yang M. Exploring the diagnostic value of photoacoustic imaging for breast cancer: the identification of regional photoacoustic signal differences of breast tumors. BIOMEDICAL OPTICS EXPRESS 2021; 12:1407-1421. [PMID: 33796362 PMCID: PMC7984795 DOI: 10.1364/boe.417056] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/10/2020] [Revised: 01/28/2021] [Accepted: 02/03/2021] [Indexed: 05/18/2023]
Abstract
We examined 14 benign and 26 malignant breast nodules by a handheld dual-modal PA/US imaging system and analyzed the data using the quantitative and semi-quantitative method. The PA signal spatial density and PA scores of different regions of the benign and malignant nodules were compared, and the diagnostic performances of two diagnostic methods based on PA parameters were evaluated. For both quantitative and semi-quantitative results, significant differences in the distributions of PA signals in different regions of benign and malignant breast lesions were identified. The PA parameters showed good performance in diagnosing breast cancer, indicating the potential of PAI in clinical utilization.
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Affiliation(s)
- Rui Zhang
- Department of Ultrasound, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Ling-Yi Zhao
- Department of Biomedical Engineering, College of Engineering, Peking University, Beijing, China
| | - Chen-Yang Zhao
- Department of Ultrasound, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Ming Wang
- Department of Ultrasound, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Si-Rui Liu
- Department of Ultrasound, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Jian-Chu Li
- Department of Ultrasound, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Rui-Na Zhao
- Department of Ultrasound, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Ruo-Jiao Wang
- Department of Ultrasound, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Fang Yang
- Shenzhen Mindray Bio-Medical Electronics Co., Ltd., Shenzhen, China
| | - Lei Zhu
- Shenzhen Mindray Bio-Medical Electronics Co., Ltd., Shenzhen, China
| | - Xu-Jin He
- Shenzhen Mindray Bio-Medical Electronics Co., Ltd., Shenzhen, China
| | - Chang-Hui Li
- Department of Biomedical Engineering, College of Engineering, Peking University, Beijing, China
| | - Yu-Xin Jiang
- Department of Ultrasound, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Meng Yang
- Department of Ultrasound, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
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Balasundaram G, Krafft C, Zhang R, Dev K, Bi R, Moothanchery M, Popp J, Olivo M. Biophotonic technologies for assessment of breast tumor surgical margins-A review. JOURNAL OF BIOPHOTONICS 2021; 14:e202000280. [PMID: 32951321 DOI: 10.1002/jbio.202000280] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/12/2020] [Revised: 09/15/2020] [Accepted: 09/18/2020] [Indexed: 06/11/2023]
Abstract
Breast conserving surgery (BCS) offering similar surgical outcomes as mastectomy while retaining breast cosmesis is becoming increasingly popular for the management of early stage breast cancers. However, its association with reoperation rates of 20% to 40% following incomplete tumor removal warrants the need for a fast and accurate intraoperative surgical margin assessment tool that offers cellular, structural and molecular information of the whole specimen surface to a clinically relevant depth. Biophotonic technologies are evolving to qualify as such an intraoperative tool for clinical assessment of breast cancer surgical margins at the microscopic and macroscopic scale. Herein, we review the current research in the application of biophotonic technologies such as photoacoustic imaging, Raman spectroscopy, multimodal multiphoton imaging, diffuse optical imaging and fluorescence imaging using medically approved dyes for breast cancer detection and/or tumor subtype differentiation toward intraoperative assessment of surgical margins in BCS specimens, and possible challenges in their route to clinical translation.
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Affiliation(s)
- Ghayathri Balasundaram
- Singapore Bioimaging Consortium, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | | | - Ruochong Zhang
- Singapore Bioimaging Consortium, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | - Kapil Dev
- Singapore Bioimaging Consortium, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | - Renzhe Bi
- Singapore Bioimaging Consortium, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | - Mohesh Moothanchery
- Singapore Bioimaging Consortium, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | - Jürgen Popp
- Leibniz Institute of Photonic Technology, Jena, Germany
- Institute of Physical Chemistry and Abbe Center of Photonics, University Jena, Jena, Germany
| | - Malini Olivo
- Singapore Bioimaging Consortium, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
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