• 제목/요약/키워드: Nuclei and Cell Detection

검색결과 18건 처리시간 0.024초

Breast Tumor Cell Nuclei Segmentation in Histopathology Images using EfficientUnet++ and Multi-organ Transfer Learning

  • Dinh, Tuan Le;Kwon, Seong-Geun;Lee, Suk-Hwan;Kwon, Ki-Ryong
    • 한국멀티미디어학회논문지
    • /
    • 제24권8호
    • /
    • pp.1000-1011
    • /
    • 2021
  • In recent years, using Deep Learning methods to apply for medical and biomedical image analysis has seen many advancements. In clinical, using Deep Learning-based approaches for cancer image analysis is one of the key applications for cancer detection and treatment. However, the scarcity and shortage of labeling images make the task of cancer detection and analysis difficult to reach high accuracy. In 2015, the Unet model was introduced and gained much attention from researchers in the field. The success of Unet model is the ability to produce high accuracy with very few input images. Since the development of Unet, there are many variants and modifications of Unet related architecture. This paper proposes a new approach of using Unet++ with pretrained EfficientNet as backbone architecture for breast tumor cell nuclei segmentation and uses the multi-organ transfer learning approach to segment nuclei of breast tumor cells. We attempt to experiment and evaluate the performance of the network on the MonuSeg training dataset and Triple Negative Breast Cancer (TNBC) testing dataset, both are Hematoxylin and Eosin (H & E)-stained images. The results have shown that EfficientUnet++ architecture and the multi-organ transfer learning approach had outperformed other techniques and produced notable accuracy for breast tumor cell nuclei segmentation.

Automated 3D scoring of fluorescence in situ hybridization (FISH) using a confocal whole slide imaging scanner

  • Ziv Frankenstein;Naohiro Uraoka;Umut Aypar;Ruth Aryeequaye;Mamta Rao;Meera Hameed;Yanming Zhang;Yukako Yagi
    • Applied Microscopy
    • /
    • 제51권
    • /
    • pp.4.1-4.12
    • /
    • 2021
  • Fluorescence in situ hybridization (FISH) is a technique to visualize specific DNA/RNA sequences within the cell nuclei and provide the presence, location and structural integrity of genes on chromosomes. A confocal Whole Slide Imaging (WSI) scanner technology has superior depth resolution compared to wide-field fluorescence imaging. Confocal WSI has the ability to perform serial optical sections with specimen imaging, which is critical for 3D tissue reconstruction for volumetric spatial analysis. The standard clinical manual scoring for FISH is labor-intensive, time-consuming and subjective. Application of multi-gene FISH analysis alongside 3D imaging, significantly increase the level of complexity required for an accurate 3D analysis. Therefore, the purpose of this study is to establish automated 3D FISH scoring for z-stack images from confocal WSI scanner. The algorithm and the application we developed, SHIMARIS PAFQ, successfully employs 3D calculations for clear individual cell nuclei segmentation, gene signals detection and distribution of break-apart probes signal patterns, including standard break-apart, and variant patterns due to truncation, and deletion, etc. The analysis was accurate and precise when compared with ground truth clinical manual counting and scoring reported in ten lymphoma and solid tumors cases. The algorithm and the application we developed, SHIMARIS PAFQ, is objective and more efficient than the conventional procedure. It enables the automated counting of more nuclei, precisely detecting additional abnormal signal variations in nuclei patterns and analyzes gigabyte multi-layer stacking imaging data of tissue samples from patients. Currently, we are developing a deep learning algorithm for automated tumor area detection to be integrated with SHIMARIS PAFQ.

자동 세포 분할을 위한 채널 간 상관성 기반 세포 영상의 전처리 알고리즘 (Preprocessing Algorithm of Cell Image Based on Inter-Channel Correlation for Automated Cell Segmentation)

  • 송인환;한찬희;이시웅
    • 한국콘텐츠학회논문지
    • /
    • 제11권5호
    • /
    • pp.84-92
    • /
    • 2011
  • 바이오 영상에서 세포 영역의 자동 분할 기술은 생물학자들이 복잡한 세포의 기능을 이해하는데 도움을 주고, 수작업을 통해 세포를 분석하던 일들을 자동적으로 처리해주는 매우 중요한 기술이다. 기존의 멀티채널 영상으로부터 세포핵 및 세포를 분할하는 방법은 DNA 채널을 이용하여 세포핵을 검출하고, 이를 초기 윤곽으로 하여 Actin 채널에서 밝기 기반의 Active Contour 모델을 통해 세포를 분할하는 2 단계의 과정을 거친다. 그러나 세포 분할 과정에서 채널 간 상관성으로 인해 발생하는 세포 내 불균일한 밝기 문제를 고려하지 않은 채, 밝기 기반의 Active Contour 모델을 적용하여 분할의 성능이 저하되는 문제점이 발생한다. 따라서 본 논문에서는 DNA 와 Actin 채널 간 상관성을 고려하여, DNA 채널 정보를 통해 Actin 채널 내부의 밝기를 균일하게 보정함으로써 밝기 기반의 Active Contour 모델이 세포 분할에 잘 적용 될 수 있는 전처리 알고리즘을 제안한다. 실험을 통해 제안 전처리 과정을 거친 세포 분할 방법의 성능이 기존 방법에 비해 객관적, 주관적으로 크게 향상됨을 증명한다.

과배란 유도시 인간 난소로부터 얻어진 과립-황체화 세포의 자연세포사 검정 (Determination of Apoptosisin Granulosa-Luteal Cells Obtained from Hyperstimulated Human Ovaries)

  • 양현원
    • 한국발생생물학회지:발생과생식
    • /
    • 제1권1호
    • /
    • pp.79-89
    • /
    • 1997
  • Recent studies have demonstrated that apoptotic cell death plays an important role in the mechanism underlying follicular atresia and luteolysis. However, the mechanisms responsible for initiating these processes have not been elucidated. In in vitro fertilization (IVF) programs, it is highly possible that continuous and repeated administration of FSH/hMG and GnRH agonists for the usage of ovarian hyperstimulation may induce apoptotic death of granulosa cells leading to atresia in the human ovarian follicles. The present study was performed to investigate whether FSH/hMG and GnRh agonists used for a longer period in controlled ovarian hyperstimulation has any effect on the apoptosis of granulosa-luteal (GL) cells obtained from hyperstimulated ovaries. To examine apoptotic cell death in the GL cells, cells were stained with acridie orange followed by observed in some of GL cells. Similar but distinct staining of apoptotic GL cells was observed when the cells were examined by using in situ TUNEL method. The healthy-looking cells with normal nuclear morphology were not stained, whereas cells with pyknotic nuclei or with apoptotic nuclei were intensively stained. After examining the ultrastructural features of GL cells by TEM, it was confirmed that the majority of cells seemed to have normal nuclei while GL cells undergoing apoptotic cel death were rarely found. The DNA extracted from GL cells showed a typical pattern of fragmentation following DNA electrophoretic analysis. We have confirmed that the apoptosis occurs in granulosa-luteal cells obtained from hyperstimulated ovaries. Technically, in situ apoptosis detection method is simple and reproducible and is well suited to identify the quality of oocytes retrieved from hyperstimulated ovaries.

  • PDF

Epstein-Barr 바이러스 인사이투 보결합 시행시 양성대조표지로서의 버키트 림프종 세포주 (CCL85 EB-3)의 응용 (Application of Epstein-Barr Virus Cell Lines (CCL85 EB-3) in Performing the EBER mRNA In Situ Hybridization as a Positive Control)

  • 김성숙;한운섭;서주영;허주령
    • 대한세포병리학회지
    • /
    • 제7권1호
    • /
    • pp.38-43
    • /
    • 1996
  • Epstein-Barr virus(EBV) is associated with a wide spectrum of benign and malignant disorders including leukoplakia, Hodgkln's lymphoma, central nervous system lymphoma, peripheral T cell lymphoma and nasopharyngeal undifferentiated carcinoma. There are several distinctive aspects of biology of the virus that are important in investigation of virus in clinical specimens. The abundant expression of the EBER mRNA transcripts makes possible the sensitive detection of latent expression in EBV-associated tumors. Although there has been a dramatic increased interest in the direct characterization of EBV in clinical specimens, there have been few studios about the effective and reliable positive controls in performing in situ hybridization technique for EBV, especially on paraffin-em bedded tissue. We applied Burkitts lymphoma ceil line as positive control in EBV in situ hydridization using Oncor Kit. The cell block of Burkitt lymphoma cell line(CCL85 EB-3) showed strong and specific positivity for EBER in situ in nuclei of EBV infected cells.

  • PDF

In situ hybridization법에 의한 북방산개구리 뇌에서 GnRH mRNA를 함유한 세포의 분포 연구 (Neuroanatomical Localization of Cells Containing Gonadotropin Releasing Hormone mRNA in the Brain of Frog, Rana dvbowskii, by in situ Hybridization)

  • 최완성;김정우
    • 한국동물학회지
    • /
    • 제37권3호
    • /
    • pp.304-310
    • /
    • 1994
  • Using in situ hybridization, we have mapped the anatomical localization of perikarya containing myNA that codes for sonadotropin releasing hormone (GnRH) in the brains of female frogs, R. dybowskii. DNA olisomers, with sequences complementary to the GnRH portion of pro-GnRH myNA sequence, were synthesized and hybridized to paraformaldehvde-fixed, sagittal sections of the whole brain stem. The distribution of the GnRH mRNA containing cell bodies was similar to that described for GnRH peptide by immunohistochemistrv. That is, cells containing GnRH mRNA were observed in the medial septal area, anterior preoptic area, ventromedial hvpothalamus and infundibular regions. However, another cell groups which contains GnRH mRNAs were also detected by in situ hybridization in the bed nucleus of hippocampal commissure, preoptic area, nucleus infundibularis dorsalis, mesencephalic nuclei and intermediolateral cell column of spinal cord areas. These results demonstrate the feasibility of using in situ hybridization as a strategy to study the distribution of GnRH neurons and the detection of GnRH gene expression in the vertebrates.

  • PDF

Comet Assay to Detect the DNA Breakages in the Tissue of the Purple Clam ( Saxidomus purpuratus) and the Blood of the Olive Flounder (Paralichthys olivaceus) Exposed to 5 PAHs

  • Lee, Taek-Kyun;Kim, So-Jung;Park, Eun-Seok;Rora Oh;Yun, Hee-Young;Man Chang
    • 한국환경독성학회:학술대회논문집
    • /
    • 한국환경독성학회 2003년도 추계국제학술대회
    • /
    • pp.159-159
    • /
    • 2003
  • Comet assay is a potential monitoring tool because DNA strand breakage may be produced by a wide range of agents. The comet assay, also called the single-cell gell electrophoresis (SCGE) assay, is rapid and sensitive method for the detection of DNA damage in cells. This study was performed for the identification of DNA damage in the cells from flounders and clams exposed to PAHs. As a control experiments, flounder and clam cells were exposed to $H_2O$$_2$. The cells exposed to $H_2O$$_2$ were displayed a typical nuclei movement DNA damage of cells were significantly increased when the isolated cells from the blood of flounders and the tissue of clams were in vitro exposed to the different concentrations (5, 10, 50, 100 ppb) of five kinds of PAHs (benzo[a]pyrene, pyrene, fluoranthene, anthrancene, and phenanthrene). For the in vivo test, flounders and clams were exposed to the different concentrations of BaP for 4 days. The results showed that DNA strand breakage was effected by the concentration of BaP and the duration of exposure. In high concentration of BaP, the mean tail lengths of nuclei was longer than it In low concentration, while the mean size of head DNA decreased. In this research, both in vitro and in vivo genotoxicity of PAHs could be biomonitored by the comet assay. Especially, clams and flounders seem to be useful as materials for monitoring genotoxic damage by comet assay.

  • PDF

방광의 미세유두형 요로상피암종의 세포소견 -1예 보고- (Micropapillary Variant of Urothelial Carcinoma of the Urinary Bladder: Report of a Case with Cytologic Diagnosis in Urine Specimen)

  • 이영석;이현주;최정우;신봉경;김한겸;김인선;김애리
    • 대한세포병리학회지
    • /
    • 제17권1호
    • /
    • pp.46-50
    • /
    • 2006
  • A micropapillary variant of urothelial carcinoma (MPC) is a distinct entity with an aggressive clinical course. It has a micropapillary configuration resembling that of ovarian papillary serous carcinoma. Its cytologic features have rarely been reported. We report a case of MPC detected by urine cytology. A woman aged 93 years presented with a chief complaint of macroscopic hematuria. Cytology of her voided urine showed clusters of malignant cells in a micropapillary configuration. Each tumor cell had a vacuolated cytoplasm, a high nuclear:cytoplasmic ratio, and irregular hyperchromatic nuclei. An ureteroscopic examination revealed exophytic sessile papillary masses extending from the left lateral wall to the anterolateral wall of the urinary bladder. A transurethral resection of the tumor was carried out. The tumor was characterized by delicate papillae with a thin, well-developed fibrovascular stromal core and numerous secondary micropapillae lined with small cuboidal cells containing uniform low- to intermediate-grade nuclei and occasional intracytoplasmic mucinous inclusions. These tumor cells infiltrated the muscle layers of the bladder, and lymphatic tumor emboli were frequently seen. Recognizing that the presence of MPC components in urinary cytology is important for distinguishing this lesion from low-grade papillary lesions and high-grade urothelial carcinomas can result in early detection and earlier treatment for an improved treatment outcome.

착상 전 돼지 체외수정 배아 발달 단계에서의 세포 자멸사 현상 (Apoptosis Event of Pre-implantation Development Stages in Porcine IVF Embryos)

  • 홍성민;전유별;현상환
    • 한국수정란이식학회지
    • /
    • 제24권3호
    • /
    • pp.183-187
    • /
    • 2009
  • In this study, we aimed to determine whether the evaluated markers of cell death could be found at particular developmental stages of normal porcine in vitro fertilization (IVF) embryos. We investigated the characteristics of spontaneous and induced apoptosis during preimplantation development stages of porcine IVF embryos. In experiment 1, to induce apoptosis of porcine IVF embryos, porcine IVF embryos at 22h post insemination were treated at different concentration of actinomycin D (0, 5, 50 and 500 ng/ml in NCSU medium). Treated embryos were incubated at $39^{\circ}C$ in 5% $CO_2$, 5% $O_2$ for 8h, and then washed to NCSU medium and incubated until blastocyst (BL) stage. We examined cleavage rate at 2days and BL development rate at 7days after in vitro culture. A significantly lower rate of cleavage was found in the 500 ng/ml group compared to others (500 ng/ml vs. 0, 5, 50 ng/ml; 27.8 % vs. 50.0%, 41.2%, 35.9%), and BL formation rate in 500 ng/ml was lower than that of others (500 ng/ml vs. 0, 5, 50 ng/ml; 8.0% vs. 12.6%, 11.2%, 12.6%). In experiment 2, to evaluate apoptotic cells, we conducted TUNEL assay based on morphological assessment of nuclei and on detection of specific DNA degradation under fluorescence microscope. This result showed that apoptosis is a normal event during preimplantation development in control group (0 ng/ml actinomycin D). A high number of BL derived control group contained at least one apoptotic cell. Actinomycin D treated BLs responded to the presence of apoptotic inductor by significant decrease in the average number of blastomeres and increase in the incidence of apoptotic cell death. In 500 ng/ml group, the incidence of apoptosis increased at 4-cell stage and later. This result suggested that apoptosis is a process of normal embryonic development and actinomycin D is useful tool for the apoptosis study of porcine preimplantation embryos.

Neuroprotective effects of hesperetin on H2O2-induced damage in neuroblastoma SH-SY5Y cells

  • Ha-Rin Moon;Jung-Mi Yun
    • Nutrition Research and Practice
    • /
    • 제17권5호
    • /
    • pp.899-916
    • /
    • 2023
  • BACKGROUND/OBJECTIVES: Oxidative stress is a fundamental neurodegenerative disease trigger that damages and decimates nerve cells. Neurodegenerative diseases are chronic central nervous system disorders that progress and result from neuronal degradation and loss. Recent studies have extensively focused on neurodegenerative disease treatment and prevention using dietary compounds. Heseperetin is an aglycone hesperidin form with various physiological activities, such as anti-inflammation, antioxidant, and antitumor. However, few studies have considered hesperetin's neuroprotective effects and mechanisms; thus, our study investigated this in hydrogen peroxide (H2O2)-treated SH-SY5Y cells. MATERIALS/METHODS: SH-SY5Y cells were treated with H2O2 (400 µM) in hesperetin absence or presence (10-40 µM) for 24 h. Three-(4,5-Dimethyl-2-thiazolyl)-2,5-diphenyl-2H-tetrazolium bromide assays detected cell viability, and 4',6-diamidino-2-phenylindole staining allowed us to observe nuclear morphology changes such as chromatin condensation and apoptotic nuclei. Reactive oxygen species (ROS) detection assays measured intracellular ROS production; Griess reaction assays assessed nitric oxide (NO) production. Western blotting and quantitative polymerase chain reactions quantified corresponding mRNA and proteins. RESULTS: Subsequent experiments utilized various non-toxic hesperetin concentrations, establishing that hesperetin notably decreased intracellular ROS and NO production in H2O2-treated SH-SY5Y cells (P < 0.05). Furthermore, hesperetin inhibited H2O2-induced inflammation-related gene expression, including interluekin-6, tumor necrosis factor-α, and nuclear factor kappa B (NF-κB) p65 activation. In addition, hesperetin inhibited NF-κB translocation into H2O2-treated SH-SY5Y cell nuclei and suppressed mitogen-activated protein kinase protein expression, an essential apoptotic cell death regulator. Various apoptosis hallmarks, including shrinkage and nuclear condensation in H2O2-treated cells, were suppressed dose-dependently. Additionally, hesperetin treatment down-regulated Bax/Bcl-2 expression ratios and activated AMP-activated protein kinase-mammalian target of rapamycin autophagy pathways. CONCLUSION: These results substantiate that hesperetin activates autophagy and inhibits apoptosis and inflammation. Hesperetin is a potentially potent dietary agent that reduces neurodegenerative disease onset, progression, and prevention.