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Liu Y, Zhao H, Yu J, Liao D, Peng J, Chen C, Huang Y, Chen C, Li Z, Wijaya WA, Zhao Z, Chen Z. A Novel Laboratory-Based Strategy for Single Adipocyte and Adipose-Derived Stem Cells Extraction for Transplantation: An Experimental Research. Aesthetic Plast Surg 2025; 49:367-379. [PMID: 39340681 DOI: 10.1007/s00266-024-04383-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2024] [Accepted: 09/03/2024] [Indexed: 09/30/2024]
Abstract
BACKGROUND Autologous fat grafting is widely used in plastic surgery. However, its main limitation is the low survival rate of fat grafts after transplantation. Transplantation of single adipocytes in combination with adipose-derived stem cells (ADSCs) could largely preserve the activity of the fat and improve graft survival. OBJECTIVE To verify the long-term survival rate of single adipocyte graft in vivo and its viable fat morphology for future fat grafting. METHODS Healthy adipose tissue was harvested and disassociated using fat dissociation solution, the Single-cell Suspension Preparation System (SSPS) was used to obtain a mixture of single adipocytes, ADSCs and stromal vascular fraction (SVF), and the structure of single adipocytes was verified by cell mask red and DAPI double staining. Nine male Balb/c nude mice were used, and three different graft volumes were established (0.05, 0.1 and 0.2 ml). For each mouse, four sites were selected for transplantation, one for macrofat and the other three for single adipocytes, and different transplant volumes 30, 60 and 90 days after transplantation. In each period, 3 mice were selected to measure the volume of fat graft. RESULTS Double staining with cell mask red and DAPI confirmed that the nucleus was identified intracellularly, which also indicated that the adipocytes in the single-cell suspension were structurally complete. When evaluating the transplantation, the groups with a volume of 0.05 ml and 0.2 ml performed better in the single-cell fat group in all transplantation periods, the group with a volume of 0.1 ml performed better in the single-cell group in the 30- and 60-day transplantation, and the differences were significant (P<0.05). CONCLUSION In this study, the SSPS was used to obtain a new transplant material containing single adipocytes and ADSCs by enzymatic hydrolysis of adipose tissue and converted into single cells. It effectively improved the survival rate of fat grafting and the long-term effect of transplantation. NO LEVEL ASSIGNED This journal requires that authors assign a level of evidence to each submission to which Evidence-Based Medicine rankings are applicable. This excludes Review Articles, Book Reviews, and manuscripts that concern Basic Science, Animal Studies, Cadaver Studies, and Experimental Studies. For a full description of these Evidence-Based Medicine ratings, please refer to the Table of Contents or the online Instructions to Authors www.springer.com/00266.
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Affiliation(s)
- Yu Liu
- Department of Burn and Plastic Surgery, West China Hospital of Sichuan University, No.37 Guoxue Alley, Wuhou District, Chengdu City, Sichuan Province, People's Republic of China
| | - Hanxing Zhao
- Department of Burn and Plastic Surgery, West China Hospital of Sichuan University, No.37 Guoxue Alley, Wuhou District, Chengdu City, Sichuan Province, People's Republic of China
| | - Jiaying Yu
- Chengdu DosSense Biotech Co., LTD, Chengdu, People's Republic of China
| | - Dongsheng Liao
- Chengdu DosSense Biotech Co., LTD, Chengdu, People's Republic of China
| | - Jingming Peng
- Chengdu DosSense Biotech Co., LTD, Chengdu, People's Republic of China
| | - Changjin Chen
- TCM Regulating metabolic diseases Key Laboratory of Sichuan Province, Hospital of Chengdu University of Traditional Chinese Medicine, Chengdu City, Sichuan Province, People's Republic of China
| | - Yeqian Huang
- Department of Burn and Plastic Surgery, West China Hospital of Sichuan University, No.37 Guoxue Alley, Wuhou District, Chengdu City, Sichuan Province, People's Republic of China
| | - Chiaoju Chen
- Department of Burn and Plastic Surgery, West China Hospital of Sichuan University, No.37 Guoxue Alley, Wuhou District, Chengdu City, Sichuan Province, People's Republic of China
| | - Zhengyong Li
- Department of Burn and Plastic Surgery, West China Hospital of Sichuan University, No.37 Guoxue Alley, Wuhou District, Chengdu City, Sichuan Province, People's Republic of China
| | - Wilson Adrian Wijaya
- Department of Burn and Plastic Surgery, West China Hospital of Sichuan University, No.37 Guoxue Alley, Wuhou District, Chengdu City, Sichuan Province, People's Republic of China
| | - Ziyi Zhao
- TCM Regulating metabolic diseases Key Laboratory of Sichuan Province, Hospital of Chengdu University of Traditional Chinese Medicine, Chengdu City, Sichuan Province, People's Republic of China.
| | - Zhixing Chen
- Department of Burn and Plastic Surgery, West China Hospital of Sichuan University, No.37 Guoxue Alley, Wuhou District, Chengdu City, Sichuan Province, People's Republic of China.
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He X, Han Q, Zhang Y, Zhang H, Liu J, Zhou X. Effect of collagen-based scaffolds with hydroxyapatite on the repair of cartilage defects in the rabbit knee joint. J Orthop Surg Res 2024; 19:818. [PMID: 39623498 PMCID: PMC11613844 DOI: 10.1186/s13018-024-05323-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/31/2024] [Accepted: 11/28/2024] [Indexed: 12/06/2024] Open
Abstract
BACKGROUND The repair of articular cartilage defects is always a significant clinical challenge in joint treatment. Therefore, the aim of this study was to investigate that the ColII-HA-CS-HAP scaffolds with BMSCs could repair cartilage defects of knee. METHODS Bone marrow mesenchymal stem cells (BMSCs) were extracted from rabbits, identified using immunofluorescence staining, and successfully induced into chondrocytes. Type II collagen (ColII) was isolated from bovine cartilage and constructed into scaffolds with hyaluronic acid, chondroitin sulfate, and hydroxyapatite. Then BMSCs were seeded on the ColII-HA-CS-HAP scaffold to detect biocompatibility. RESULTS The results of DAPI fluorescence staining showed that the number of BMSCs on the ColII-HA-CS-HAP scaffolds increased rapidly after culturing for 12 d. The rabbit knee cartilage defect model with a diameter of approximately 3 mm and a thickness of approximately 4 mm was selected to evaluate the regenerative potential of the scaffolds using histological and immunohistochemical analyses. At 6 months, the regenerated cartilage in the ColII-HA-CS-HAP scaffolds with BMSCs was more similar to that of native cartilage than the ColII-HA-CS-HAP scaffold group. CONCLUSIONS Our study proved that the ColII-HA-CS-HAP scaffolds with differentiated BMSCs can produce an excellent healing response and repair cartilage defects successfully in a rabbit model.
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Affiliation(s)
- Xiaoliang He
- College of Food Science and Biology, Hebei University of Science and Technology, NO. 26 Yuxiang Street, Shijiazhang, Hebei, 050018, China
| | - Qiuping Han
- College of Food Science and Biology, Hebei University of Science and Technology, NO. 26 Yuxiang Street, Shijiazhang, Hebei, 050018, China
| | - Yuxin Zhang
- College of Food Science and Biology, Hebei University of Science and Technology, NO. 26 Yuxiang Street, Shijiazhang, Hebei, 050018, China
| | - Huan Zhang
- College of Food Science and Biology, Hebei University of Science and Technology, NO. 26 Yuxiang Street, Shijiazhang, Hebei, 050018, China
| | - Jun Liu
- College of Food and Biotechnology, Qiqihar University, Qiqihaer, Heilongjiang, China
| | - Xiaohui Zhou
- College of Food Science and Biology, Hebei University of Science and Technology, NO. 26 Yuxiang Street, Shijiazhang, Hebei, 050018, China.
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Hsu WH, Ku CL, Lai YR, Wang SSS, Chou SH, Lin TH. Developing targeted drug delivery carriers for breast cancer using glutathione-sensitive doxorubicin-coupled glycated bovine serum albumin nanoparticles. Int J Biol Macromol 2023; 249:126114. [PMID: 37541475 DOI: 10.1016/j.ijbiomac.2023.126114] [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: 05/15/2023] [Revised: 07/31/2023] [Accepted: 08/01/2023] [Indexed: 08/06/2023]
Abstract
Incorporation of the nano-based carriers into drug delivery provides a promising alternative to overcome the limitations of the conventional chemotherapy. Doxorubicin (DOXO) is an effective chemotherapeutic drug widely used in chemotherapy for breast cancer treatment. A globular protein bovine serum albumin (BSA) holds great potential as carriers in pharmaceutical applications. This work is aimed at developing the DOXO-coupled glycated BSA nanoparticles via desolvation method for improving the capability of targeting the GLUT5 transporters over-expressed on breast cancer cells. Fructosamine assay and Fourier transform infrared spectroscopy were employed to determine the content of fructosamine structure and structural changes on the surfaces of nanoparticles, respectively. Additionally, the synthesized BSA nanoparticles were further characterized by electron microscopy and dynamic light scattering. Results revealed that the DOXO-coupled glycated BSA nanoparticles were spherically shaped with a hydrodynamic diameter of ~60.74 nm and a ζ-potential of ~ - 42.20 mV. Moreover, the DOXO release behavior of as-synthesized DOXO-coupled glycated BSA nanoparticles was examined under different conditions. Finally, the DOXO-coupled glycated BSA nanoparticles were found to exhibit cytotoxicity toward both MCF-7 and MDA-MB-231 cells. Our findings evidently suggested that the drug-coupled glycated BSA nanoparticles serve as the potential candidates for targeted drug delivery platform used in breast cancer therapy.
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Affiliation(s)
- Wei-Hsiang Hsu
- Department of Chemical Engineering, National Taiwan University, Taipei 10617, Taiwan
| | - Chien-Liang Ku
- Department of Life Science, Fu-Jen Catholic University, Xinzhuang Dist., New Taipei City 24205, Taiwan
| | - You-Ren Lai
- Department of Chemical Engineering, National Taiwan University, Taipei 10617, Taiwan
| | - Steven S-S Wang
- Department of Chemical Engineering, National Taiwan University, Taipei 10617, Taiwan.
| | - Shiu-Huey Chou
- Department of Life Science, Fu-Jen Catholic University, Xinzhuang Dist., New Taipei City 24205, Taiwan.
| | - Ta-Hsien Lin
- Laboratory of Nuclear Magnetic Resonance, Department of Medical Research, Taipei Veterans General Hospital, Taipei 11217, Taiwan; Institute of Biochemistry and Molecular Biology, National Yang Ming Chiao Tung University, Taipei 11221, Taiwan.
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Oiknine Y, Abuleil M, Brozgol E, August IY, Barshack I, Abdulhalim I, Garini Y, Stern A. Compressive hyperspectral microscopy for cancer detection. JOURNAL OF BIOMEDICAL OPTICS 2023; 28:096502. [PMID: 37692564 PMCID: PMC10491981 DOI: 10.1117/1.jbo.28.9.096502] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/07/2023] [Revised: 07/01/2023] [Accepted: 07/06/2023] [Indexed: 09/12/2023]
Abstract
Significance Hyperspectral microscopy grants the ability to characterize unique properties of tissues based on their spectral fingerprint. The ability to label and measure multiple molecular probes simultaneously provides pathologists and oncologists with a powerful tool to enhance accurate diagnostic and prognostic decisions. As the pathological workload grows, having an objective tool that provides companion diagnostics is of immense importance. Therefore, fast whole-slide spectral imaging systems are of immense importance for automated cancer prognostics that meet current and future needs. Aim We aim to develop a fast and accurate hyperspectral microscopy system that can be easily integrated with existing microscopes and provide flexibility for optimizing measurement time versus spectral resolution. Approach The method employs compressive sensing (CS) and a spectrally encoded illumination device integrated into the illumination path of a standard microscope. The spectral encoding is obtained using a compact liquid crystal cell that is operated in a fast mode. It provides time-efficient measurements of the spectral information, is modular and versatile, and can also be used for other applications that require rapid acquisition of hyperspectral images. Results We demonstrated the acquisition of breast cancer biopsies hyperspectral data of the whole camera area within ∼ 1 s . This means that a typical 1 × 1 cm 2 biopsy can be measured in ∼ 10 min . The hyperspectral images with 250 spectral bands are reconstructed from 47 spectrally encoded images in the spectral range of 450 to 700 nm. Conclusions CS hyperspectral microscopy was successfully demonstrated on a common lab microscope for measuring biopsies stained with the most common stains, such as hematoxylin and eosin. The high spectral resolution demonstrated here in a rather short time indicates the ability to use it further for coping with the highly demanding needs of pathological diagnostics, both for cancer diagnostics and prognostics.
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Affiliation(s)
- Yaniv Oiknine
- Ben-Gurion University of the Negev, School of Electrical and Computer Engineering, Electro-Optics and Photonics Engineering Department, Beer-Sheva, Israel
| | - Marwan Abuleil
- Ben-Gurion University of the Negev, School of Electrical and Computer Engineering, Electro-Optics and Photonics Engineering Department, Beer-Sheva, Israel
| | - Eugene Brozgol
- Bar-Ilan University, Physics Department, Faculty of Exact Sciences, Ramat Gan, Israel
| | - Isaac Y. August
- Shamoon College of Engineering, Department of Electrical Engineering and Physics, Beer Sheva, Israel
| | - Iris Barshack
- Tel-Aviv University, Sackler Faculty of Medicine, Tel-Aviv, Israel
- Sheba Medical Center, Department of Pathology, Ramat Gan, Israel
| | - Ibrahim Abdulhalim
- Ben-Gurion University of the Negev, School of Electrical and Computer Engineering, Electro-Optics and Photonics Engineering Department, Beer-Sheva, Israel
| | - Yuval Garini
- Technion IIT, Biomedical Engineering Faculty, Haifa, Israel
| | - Adrian Stern
- Ben-Gurion University of the Negev, School of Electrical and Computer Engineering, Electro-Optics and Photonics Engineering Department, Beer-Sheva, Israel
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He Q, Li W, Shi Y, Yu Y, Geng W, Sun Z, Wang RK. SpeCamX: mobile app that turns unmodified smartphones into multispectral imagers. BIOMEDICAL OPTICS EXPRESS 2023; 14:4929-4946. [PMID: 37791269 PMCID: PMC10545193 DOI: 10.1364/boe.497602] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/08/2023] [Revised: 08/13/2023] [Accepted: 08/14/2023] [Indexed: 10/05/2023]
Abstract
We present the development of SpeCamX, a mobile application that enables an unmodified smartphone into a multispectral imager. Multispectral imaging provides detailed spectral information about objects or scenes, but its accessibility has been limited due to its specialized requirements for the device. SpeCamX overcomes this limitation by utilizing the RGB photographs captured by smartphones and converting them into multispectral images spanning a range of 420 to 680 nm without a need for internal modifications or external attachments. The app also includes plugin functions for extracting medical information from the resulting multispectral data cube. In a clinical study, SpeCamX was used to implement an augmented smartphone bilirubinometer, predicting blood bilirubin levels (BBL) with superior performance in accuracy, efficiency and stability compared to default smartphone cameras. This innovative technology democratizes multispectral imaging, making it accessible to a wider audience and opening new possibilities for both medical and non-medical applications.
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Affiliation(s)
- Qinghua He
- Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Science, Changchun, Jilin 130033, China
- Department of Bioengineering, University of Washington, Seattle, Washington 98105, USA
| | - Wanyu Li
- Department of Hepatobiliary and pancreatic Medicine, The first Hospital of Jilin University NO.71 Xinmin Street, Changchun, Jilin 130021, China
| | - Yaping Shi
- Department of Bioengineering, University of Washington, Seattle, Washington 98105, USA
| | - Yi Yu
- Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Science, Changchun, Jilin 130033, China
| | - Wenqian Geng
- Department of Hepatobiliary and pancreatic Medicine, The first Hospital of Jilin University NO.71 Xinmin Street, Changchun, Jilin 130021, China
| | - Zhiyuan Sun
- Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Science, Changchun, Jilin 130033, China
| | - Ruikang K Wang
- Department of Bioengineering, University of Washington, Seattle, Washington 98105, USA
- Department of Ophthalmology, University of Washington, Seattle, Washington 98109, USA
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Dievernich A, Stegmaier J, Achenbach P, Warkentin S, Braunschweig T, Neumann UP, Klinge U. A Deep-Learning-Computed Cancer Score for the Identification of Human Hepatocellular Carcinoma Area Based on a Six-Colour Multiplex Immunofluorescence Panel. Cells 2023; 12:cells12071074. [PMID: 37048147 PMCID: PMC10093209 DOI: 10.3390/cells12071074] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2023] [Revised: 03/25/2023] [Accepted: 04/01/2023] [Indexed: 04/05/2023] Open
Abstract
Liver cancer is one of the most frequently diagnosed and fatal cancers worldwide, with hepatocellular carcinoma (HCC) being the most common primary liver cancer. Hundreds of studies involving thousands of patients have now been analysed across different cancer types, including HCC, regarding the effects of immune infiltrates on the prognosis of cancer patients. However, for these analyses, an unambiguous delineation of the cancer area is paramount, which is difficult due to the strong heterogeneity and considerable inter-operator variability induced by qualitative visual assessment and manual assignment. Nowadays, however, multiplex analyses allow the simultaneous evaluation of multiple protein markers, which, in conjunction with recent machine learning approaches, may offer great potential for the objective, enhanced identification of cancer areas with further in situ analysis of prognostic immune parameters. In this study, we, therefore, used an exemplary five-marker multiplex immunofluorescence panel of commonly studied markers for prognosis (CD3 T, CD4 T helper, CD8 cytotoxic T, FoxP3 regulatory T, and PD-L1) and DAPI to assess which analytical approach is best suited to combine morphological and immunohistochemical data into a cancer score to identify the cancer area that best matches an independent pathologist’s assignment. For each cell, a total of 68 individual cell features were determined, which were used as input for 4 different approaches for computing a cancer score: a correlation-based selection of individual cell features, a MANOVA-based selection of features, a multilayer perceptron, and a convolutional neural network (a U-net). Accuracy was used to evaluate performance. With a mean accuracy of 75%, the U-net was best capable of identifying the cancer area. Although individual cell features showed a strong heterogeneity between patients, the spatial representations obtained with the computed cancer scores delineate HCC well from non-cancer liver tissues. Future analyses with larger sample sizes will help to improve the model and enable direct, in-depth investigations of prognostic parameters, ultimately enabling precision medicine.
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Affiliation(s)
- Axel Dievernich
- Department of General, Visceral and Transplant Surgery, University Hospital RWTH Aachen, 52074 Aachen, Germany
- Forschungs-und Entwicklungsgesellschaft FEG Textiltechnik, 52070 Aachen, Germany
| | - Johannes Stegmaier
- Institute of Imaging and Computer Vision, RWTH Aachen University, 52074 Aachen, Germany
| | - Pascal Achenbach
- Department of Neurology, University Hospital RWTH Aachen, 52074 Aachen, Germany
- Institute of Neuropathology, University Hospital RWTH Aachen, 52074 Aachen, Germany
| | - Svetlana Warkentin
- Institute of Pathology, University Hospital RWTH Aachen, 52074 Aachen, Germany
| | - Till Braunschweig
- Institute of Pathology, University Hospital RWTH Aachen, 52074 Aachen, Germany
| | - Ulf Peter Neumann
- Department of General, Visceral and Transplant Surgery, University Hospital RWTH Aachen, 52074 Aachen, Germany
- Department of Surgery, Maastricht University Medical Center+, 6229 HX Maastricht, The Netherlands
| | - Uwe Klinge
- Department of General, Visceral and Transplant Surgery, University Hospital RWTH Aachen, 52074 Aachen, Germany
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Saharkhiz S, Zarepour A, Zarrabi A. A new theranostic pH-responsive niosome formulation for Doxorubicin delivery and bio-imaging against breast cancer. Int J Pharm 2023; 637:122845. [PMID: 36958608 DOI: 10.1016/j.ijpharm.2023.122845] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2022] [Revised: 03/10/2023] [Accepted: 03/11/2023] [Indexed: 03/25/2023]
Abstract
As one of the newest generations of nanoplatforms, smart nanotheranostics have attracted signifivant attentions for medical applications, especially in oncology and cancer treatment. Indeed, their capability to provide treatment and diagnosis simultaneously leads to reduce time and side effects along with improving the performance. This study aims to introduce a novel smart nano-platform composed of doxorubicin-loaded pH-responsive stealth niosomes containing CdSe/ZnS Quantum dots as an imaging agent. Drug loaded nano-platform was fabricated via thin-film hydration method and then evaluated using different physicochemical tests. The entrapment efficiency and release profile of doxorubicin were assessed at three different pH (4, 6.5, and 7.4). Biological features and imaging ability of the nanoparticles were also evaluated by MTT assay, apoptosis assay, and fluorescence microscopy. Results showed that the fabricated nanoparticles were round-shaped, with a mean size of about 100±10 nm, -2 mV surface charge, and about 87% entrapment efficiency. The drug release profile presented a pH-responsive behavior (80, 60, and 40% drug release in pH 4, 6.5, and 7.4, respectively). The bio-activity assessments showed nearly 55% cytotoxicity effects via inducing cell apoptosis. Besides, the uptake of samples by the cells was confirmed through fluorescence imaging. Based on the results, this new nanoformulation could be considered as a candidate for future cancer theranostic applications.
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Affiliation(s)
- Shaghayegh Saharkhiz
- Department of Biotechnology, Faculty of Biological Science and Technology, University of Isfahan, Isfahan, Iran.
| | - Atefeh Zarepour
- Department of Biomedical Engineering, Faculty of Engineering and Natural Sciences, Istinye University, Istanbul 34396, Turkey.
| | - Ali Zarrabi
- Department of Biomedical Engineering, Faculty of Engineering and Natural Sciences, Istinye University, Istanbul 34396, Turkey.
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8
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Staging of Skin Cancer Based on Hyperspectral Microscopic Imaging and Machine Learning. BIOSENSORS 2022; 12:bios12100790. [PMID: 36290928 PMCID: PMC9599813 DOI: 10.3390/bios12100790] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/15/2022] [Revised: 08/28/2022] [Accepted: 09/19/2022] [Indexed: 11/17/2022]
Abstract
Skin cancer, a common type of cancer, is generally divided into basal cell carcinoma (BCC), squamous cell carcinoma (SCC) and malignant melanoma (MM). The incidence of skin cancer has continued to increase worldwide in recent years. Early detection can greatly reduce its morbidity and mortality. Hyperspectral microscopic imaging (HMI) technology can be used as a powerful tool for skin cancer diagnosis by reflecting the changes in the physical structure and microenvironment of the sample through the differences in the HMI data cube. Based on spectral data, this work studied the staging identification of SCC and the influence of the selected region of interest (ROI) on the staging results. In the SCC staging identification process, the optimal result corresponded to the standard normal variate transformation (SNV) for spectra preprocessing, the partial least squares (PLS) for dimensionality reduction, the hold-out method for dataset partition and the random forest (RF) model for staging identification, with the highest staging accuracy of 0.952 ± 0.014, and a kappa value of 0.928 ± 0.022. By comparing the staging results based on spectral characteristics from the nuclear compartments and peripheral regions, the spectral data of the nuclear compartments were found to contribute more to the accurate staging of SCC.
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Brozgol E, Kumar P, Necula D, Bronshtein-Berger I, Lindner M, Medalion S, Twito L, Shapira Y, Gondra H, Barshack I, Garini Y. Cancer detection from stained biopsies using high-speed spectral imaging. BIOMEDICAL OPTICS EXPRESS 2022; 13:2503-2515. [PMID: 35519262 PMCID: PMC9045910 DOI: 10.1364/boe.445782] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/05/2022] [Revised: 01/31/2022] [Accepted: 02/06/2022] [Indexed: 06/14/2023]
Abstract
The escalating demand for diagnosing pathological biopsies requires the procedures to be expedited and automated. The existing imaging systems for measuring biopsies only measure color, and even though a lot of effort is invested in deep learning analysis, there are still serious challenges regarding the performance and validity of the data for the intended medical setting. We developed a system that rapidly acquires spectral images from biopsies, followed by spectral classification algorithms. The spectral information is remarkably more informative than the color information, and leads to very high accuracy in identifying cancer cells, as tested on tens of cancer cases. This was improved even more by using artificial intelligence algorithms that required a rather small training set, indicating the high level of information that exists in the spectral images. The most important spectral differences are observed in the nucleus and they are related to aneuploidy in tumor cells. Rapid spectral imaging measurement therefore can bridge the gap in the machine-aided diagnostics of whole biopsies, thus improving patient care, and expediting the treatment procedure.
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Affiliation(s)
- Eugene Brozgol
- Physics Department and Nanotechnology Institute, Bar Ilan University, Ramat Gan, Israel
- Contributed equally
| | - Pramod Kumar
- Physics Department and Nanotechnology Institute, Bar Ilan University, Ramat Gan, Israel
- Contributed equally
| | - Daniela Necula
- Department of Pathology, Sheba Medical Center, Ramat Gan, Israel
| | | | - Moshe Lindner
- Physics Department and Nanotechnology Institute, Bar Ilan University, Ramat Gan, Israel
| | | | - Lee Twito
- Physics Department and Nanotechnology Institute, Bar Ilan University, Ramat Gan, Israel
| | - Yotam Shapira
- Physics Department and Nanotechnology Institute, Bar Ilan University, Ramat Gan, Israel
| | - Helena Gondra
- Department of Pathology, Sheba Medical Center, Ramat Gan, Israel
| | - Iris Barshack
- Department of Pathology, Sheba Medical Center, Ramat Gan, Israel
- Sackler Faculty of Medicine, Tel-Aviv University, Tel-Aviv, Israel
- Equal supervision
| | - Yuval Garini
- Physics Department and Nanotechnology Institute, Bar Ilan University, Ramat Gan, Israel
- Biomedical Engineering Faculty, Technion − Israel Institute of Technology, Haifa, Israel
- Equal supervision
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Lin S, Ke Z, Liu K, Zhu S, Li Z, Yin H, Chen Z. Identification of DAPI-stained normal, inflammatory, and carcinoma hepatic cells based on hyperspectral microscopy. BIOMEDICAL OPTICS EXPRESS 2022; 13:2082-2090. [PMID: 35519237 PMCID: PMC9045905 DOI: 10.1364/boe.451006] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/10/2021] [Revised: 02/19/2022] [Accepted: 03/08/2022] [Indexed: 06/14/2023]
Abstract
Gross chromatin imbalance and high DNA content are distinct features of various types of cancer cells. However, severe inflammation can also produce similar symptoms in cells. In this study, normal, inflammatory, and carcinoma hepatic cells were stained with 4',6-diamidino-2-phenylindole (DAPI) and investigated by hyperspectral microscopy. DAPI is a DNA-sensitive fluorochrome. Therefore, the differences in the cellular DNA of the samples can be revealed by the corresponding fluorescence. Our experimental results demonstrate that although chromosomal disorder and high DNA content both occur in severely inflammatory and carcinoma hepatic cells, there is still a slight difference in their DNA, making their fluorescent intensity and even their spectral shapes distinguishable. Based on these spectral features, we developed a method for the precise identification of normal, inflammatory, and carcinoma hepatic cells in the field of view. The identification accuracy for these three types of cells was 99.8%. We believe that examination that combines DAPI staining with hyperspectral microscopy is a potential method for the identification and investigation of various types of cancer tissues.
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Affiliation(s)
- Sifan Lin
- Guangdong Provincial Key Laboratory of Optical Fiber Sensing and Communications, Guangzhou, 510632, China
- Guangdong Provincial Engineering Research Center of Crystal and Laser Technology, Guangzhou, 510632, China
- Department of Optoelectronic Engineering, Jinan University, Guangzhou 510632, China
| | - Ze Ke
- Guangdong Provincial Key Laboratory of Optical Fiber Sensing and Communications, Guangzhou, 510632, China
- Department of Optoelectronic Engineering, Jinan University, Guangzhou 510632, China
| | - Kunxing Liu
- Guangdong Provincial Key Laboratory of Optical Fiber Sensing and Communications, Guangzhou, 510632, China
- Guangdong Provincial Engineering Research Center of Crystal and Laser Technology, Guangzhou, 510632, China
- Department of Optoelectronic Engineering, Jinan University, Guangzhou 510632, China
| | - Siqi Zhu
- Guangdong Provincial Key Laboratory of Optical Fiber Sensing and Communications, Guangzhou, 510632, China
- Guangdong Provincial Engineering Research Center of Crystal and Laser Technology, Guangzhou, 510632, China
- Department of Optoelectronic Engineering, Jinan University, Guangzhou 510632, China
| | - Zhen Li
- Guangdong Provincial Engineering Research Center of Crystal and Laser Technology, Guangzhou, 510632, China
- Department of Optoelectronic Engineering, Jinan University, Guangzhou 510632, China
| | - Hao Yin
- Guangdong Provincial Engineering Research Center of Crystal and Laser Technology, Guangzhou, 510632, China
- Department of Optoelectronic Engineering, Jinan University, Guangzhou 510632, China
| | - Zhenqiang Chen
- Guangdong Provincial Key Laboratory of Optical Fiber Sensing and Communications, Guangzhou, 510632, China
- Guangdong Provincial Engineering Research Center of Crystal and Laser Technology, Guangzhou, 510632, China
- Department of Optoelectronic Engineering, Jinan University, Guangzhou 510632, China
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A real-time and in-situ monitoring of the molecular interactions between drug carrier polymers and a phospholipid membrane. Colloids Surf B Biointerfaces 2021; 209:112161. [PMID: 34700114 DOI: 10.1016/j.colsurfb.2021.112161] [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: 07/30/2021] [Revised: 10/06/2021] [Accepted: 10/12/2021] [Indexed: 11/20/2022]
Abstract
The dynamic interactions between drug carrier molecules and a cell membrane can not be ignored in their clinical use. Here a simple, label-free and non-invasive approach, photo-voltage transient method, combined with the atomic force microscopy, dynamic giant unilamellar vesicle leakage assay and cytotoxicity method, was employed for a real-time monitoring of the interaction process. Two representative polymer molecules, polyoxyethylene (35) lauryl ether (Brij35) and polyvinylpyrrolidone (PVPk30), were taken as examples to interact with a phospholipid bilayer membrane in a low ionic strength and neutral pH condition. Brij35 demonstrated an adsorption-accumulation-permeabilization dominated process under the modulation of polymer concentration in the solution. In contrast, PVPk30 performed a dynamic balance between adsorption-desorption of the molecules and/or permeabilization-resealing of the membrane. Such difference explains the high and low cytotoxicity of them, respectively, in the living cell tests. Briefly, through combining the photo-voltage approach with conventional fluorescent microscopy method, this work demonstrates new ideas on the time and membrane actions of polymer surfactants which should be taken into account for their biomedical applications.
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Devi RV, Raj D, Doble M. Lockdown of mitochondrial Ca 2+ extrusion and subsequent resveratrol treatment kill HeLa cells by Ca 2+ overload. Int J Biochem Cell Biol 2021; 139:106071. [PMID: 34428589 DOI: 10.1016/j.biocel.2021.106071] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2021] [Revised: 08/06/2021] [Accepted: 08/19/2021] [Indexed: 10/20/2022]
Abstract
Anticancer effect of resveratrol and the role of sodium/lithium/calcium exchanger in context with calcium ions are studied in human cervical cancer cell line. This therapeutic approach using siNCLX mediated gene silencing and drug therapy with resveratrol indicates the disruption of calcium homeostasis, increase in caspase (-3, 8, 9) mRNA expressions and DNA damage leading to apoptotic cell death. Monitoring the intracellular Ca2+ changes using fluo-4AM indicates highest rise in [Ca2+] level in sodium/lithium/calcium exchanger silenced group with five different stages, that is distinguishable based on the fluorescence intensity. In resveratrol treated and siNCLX + resveratrol treated groups no such cell staging differences were observed, despite uniform Ca2+ rise followed by decrease in the intensity. Integrating RNAi gene silencing of sodium/lithium/calcium exchanger with resveratrol can form the most interesting, efficient and promising therapeutic strategy in the treatment of cancer.
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Affiliation(s)
- R Viswambari Devi
- Bioengineering and Drug Design Laboratory, Department of Biotechnology, Indian Institute of Technology, Chennai, 600036, India
| | - Divakar Raj
- Bioengineering and Drug Design Laboratory, Department of Biotechnology, Indian Institute of Technology, Chennai, 600036, India
| | - Mukesh Doble
- Bioengineering and Drug Design Laboratory, Department of Biotechnology, Indian Institute of Technology, Chennai, 600036, India.
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