CHOSUN

Automated Methods for Analysis of Three-Dimensional Morphology and Dynamics in Living Cells With a Label-Free Digital Holographic Microscope

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Author(s)
케이반
Issued Date
2017
Abstract
The most common type of microscope is the optical two-dimensional (2D) microscope. This is an optical device containing one or more lenses producing an enlarged image of a sample placed in the focal plane of the first lens. Optical microscopes have refractive glass and occasionally of plastic or quartz, to focus light into the eye or another light detector. The usage of the light microscopes has been around and will be. However, there is a big flaw in using 2D microscopes. This microscopic system suffers from losses of quantitative detailed information about 3rd dimension (thickness) of transparent or semitransparent microscopic samples. The problem is not limited only to this one. There are cases in which samples are transparent or semi-transparent. In these cases the light cannot be reflected thus a high contrast image will not be produced. This can falsify cell studies and results to incorrect outputs. To overcome these problems, three-dimensional imaging techniques are suggested. Among these techniques, digital holographic microscopy (DHM) has been successfully applied in a range of application areas. Indeed, DHM is not destructive for specimens and sample can be investigated many times and by any other optical methods while the electron microscopy methods are destructive. Another advantage of using DHM is that we can investigate the cells in single-cell level. Moreover, quantitative phase image obtained by DHM enables one to measure characteristic properties of cells such as thickness, volume, surface area and projected surface area. The usage of DHM can be extended to time-lapse imaging (four dimensional imaging; last dimension is the time). Time lapse imaging enables us to study cell changes or growths in different time stamps and monitor it.
In this dissertation, we would like to address different automated techniques and methods which can enable us to study live cells in non-destructive manner and single-cell level. Several approaches for studying and analyzing live cells are proposed and applied. To do so, two subject cells are concerned. The first cell type is red blood cell (RBC) and the second one is cardiomyocyte. Each type of these cells has different cell structure. In the case of RBC, DHM is perfectly suited for different experiments and it can provide thickness of the cell in nanometer accuracy. The reason is that cell has no nuclei and organelles. So, we are able to study different characteristic of the cell. Cardio cell is well suited for time-lapse studies. The reason is that optical path difference can be measured by DHM device. This can help us studying cell structure changes during different states of beating. Several experimental results are conducted and in some cases results are compared with the chemical experiments to show the feasibility of the proposed methods.
Alternative Title
라벨이없는 디지털 홀로 그래픽 현미경으로 살아있는 세포의 3차원 형태와 역동성을 분석하는 자동화 된 방법
Alternative Author(s)
Keyvan Jaferzadeh Khorramabadian
Department
일반대학원 컴퓨터공학과
Advisor
Prof. Shin
Awarded Date
2018-02
Table Of Contents
DEDICATION VI
ACKNOWLEDGEMENTS VII
TABLE OF CONTENTS VIII
LIST OF TABLES XI
LIST OF FIGURES XII
ABBREVIATIONS XVI
ABSTRACT XVIII
초록.….. XX
1 INTRODUCTION 1
A. MOTIVATIONS 4
B. OBJECTIVES OF RESEARCH 6
C. ORGANIZATION OF THE RESEARCH 6
2 DIGITAL HOLOGRAPHIC MICROSCOPY 7
3 RED BLOOD CELL STUDY BY DIGITAL HOLOGRAPHIC MICROSCOPY TECHNIQUE: 10
A. QUANTITATIVE INVESTIGATION OF RED BLOOD CELL THREE-DIMENSIONAL GEOMETRIC AND CHEMICAL CHANGES IN THE STORAGE LESION USING DIGITAL HOLOGRAPHIC MICROSCOPY 14
a. Abstract: 14
b. Motivations: 15
c. RBC preparations and mathematics 17
d. Results and discussions: 24
e. Conclusion 33
B. HUMAN RED BLOOD CELL RECOGNITION ENHANCEMENT WITH THREE-DIMENSIONAL MORPHOLOGICAL FEATURES OBTAINED BY DIGITAL HOLOGRAPHIC IMAGING 34
a. Motivations: 34
b. Feature Extraction 39
c. Pattern Recognition Neural Network 44
d. Experimental Results and Discussion 47
e. Conclusions 56
C. AUTOMATED QUANTIFICATION OF RED BLOOD CELL FLUCTUATIONS BY TIME-LAPSE HOLOGRAPHIC CELL IMAGING 57
f. Motivations and introductions: 57
g. Introductions and Sample Preparations: 58
h. Quantitative Analysis of RBC Fluctuations 66
i. Conclusions: 74
4 AUTOMATED ANALYSIS OF CONTROLLED AND DRUG TREATED CARDIAC ACTION MEASUREMENT USING DIGITAL HOLOGRAPHIC MICROSCOPY 76
a. Motivations: 76
b. Materials and Methods 78
c. Cardiomyocytes dynamics measurement 80
d. Results and discussions 85
e. Conclusion 89
5 CONCLUSION AND FUTURE RESEARCH OPPORTUNITIES 90
6 REFERENCES 91
Degree
Doctor
Publisher
Chosun University
Citation
케이반. (2017). Automated Methods for Analysis of Three-Dimensional Morphology and Dynamics in Living Cells With a Label-Free Digital Holographic Microscope.
Type
Dissertation
URI
https://oak.chosun.ac.kr/handle/2020.oak/13360
http://chosun.dcollection.net/common/orgView/200000266483
Appears in Collections:
General Graduate School > 4. Theses(Ph.D)
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