• Title/Summary/Keyword: Liver tumor

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Accuracy evaluation of liver and tumor auto-segmentation in CT images using 2D CoordConv DeepLab V3+ model in radiotherapy

  • An, Na young;Kang, Young-nam
    • Journal of Biomedical Engineering Research
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    • v.43 no.5
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    • pp.341-352
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    • 2022
  • Medical image segmentation is the most important task in radiation therapy. Especially, when segmenting medical images, the liver is one of the most difficult organs to segment because it has various shapes and is close to other organs. Therefore, automatic segmentation of the liver in computed tomography (CT) images is a difficult task. Since tumors also have low contrast in surrounding tissues, and the shape, location, size, and number of tumors vary from patient to patient, accurate tumor segmentation takes a long time. In this study, we propose a method algorithm for automatically segmenting the liver and tumor for this purpose. As an advantage of setting the boundaries of the tumor, the liver and tumor were automatically segmented from the CT image using the 2D CoordConv DeepLab V3+ model using the CoordConv layer. For tumors, only cropped liver images were used to improve accuracy. Additionally, to increase the segmentation accuracy, augmentation, preprocess, loss function, and hyperparameter were used to find optimal values. We compared the CoordConv DeepLab v3+ model using the CoordConv layer and the DeepLab V3+ model without the CoordConv layer to determine whether they affected the segmentation accuracy. The data sets used included 131 hepatic tumor segmentation (LiTS) challenge data sets (100 train sets, 16 validation sets, and 15 test sets). Additional learned data were tested using 15 clinical data from Seoul St. Mary's Hospital. The evaluation was compared with the study results learned with a two-dimensional deep learning-based model. Dice values without the CoordConv layer achieved 0.965 ± 0.01 for liver segmentation and 0.925 ± 0.04 for tumor segmentation using the LiTS data set. Results from the clinical data set achieved 0.927 ± 0.02 for liver division and 0.903 ± 0.05 for tumor division. The dice values using the CoordConv layer achieved 0.989 ± 0.02 for liver segmentation and 0.937 ± 0.07 for tumor segmentation using the LiTS data set. Results from the clinical data set achieved 0.944 ± 0.02 for liver division and 0.916 ± 0.18 for tumor division. The use of CoordConv layers improves the segmentation accuracy. The highest of the most recently published values were 0.960 and 0.749 for liver and tumor division, respectively. However, better performance was achieved with 0.989 and 0.937 results for liver and tumor, which would have been used with the algorithm proposed in this study. The algorithm proposed in this study can play a useful role in treatment planning by improving contouring accuracy and reducing time when segmentation evaluation of liver and tumor is performed. And accurate identification of liver anatomy in medical imaging applications, such as surgical planning, as well as radiotherapy, which can leverage the findings of this study, can help clinical evaluation of the risks and benefits of liver intervention.

A Synthetic Analog of Resveratrol Inhibits the Proangiogenic Response of Liver Sinusoidal Cells during Hepatic Metastasis

  • Olaso, Elvira;Benedicto, Aitor;Lopategi, Aritz;Cossio, Fernando P.;Arteta, Beatriz
    • Biomolecules & Therapeutics
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    • v.30 no.2
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    • pp.162-169
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    • 2022
  • We utilized Fas21, a resveratrol analog, to modulate the function of hepatic stellate cells (HSCs) and liver sinusoidal endothelial cells (LSECs) during the angiogenic phase of murine liver metastasis by B16 melanoma and 51b colorectal carcinoma. Preangiogenic micrometastases were treated with Fas21 (1 mg/kg/day) or vehicle during the development of intra-angiogenic tracts. Mice treated with Fas21 showed reduced liver tumor foci in both liver metastasis models. Micrometastases were classified immunohistochemically, as well as according to their position coordinates and connection to local microvasculature. The volume of liver occupied by sinusoidal-type foci, containing infiltrating angiogenic capillaries, decreased by ~50% in Fas21-treated mice compared to vehicle-treated ones in both tumor metastasis models. The volume of portal foci, containing peripheral neoangiogenesis within a discontinuous layer of myofibroblasts, was similar in all experimental groups in both tumor metastasis models, but displayed enhanced necrotic central areas devoid of angiogenesis following Fas21 treatment. As a result, sinusoidal tumors from mice treated with Fas21 showed a 50% reduction in desmin(+)/asma(+) HSCs and CD31(+) vessel density, and a 45% reduction in intrametastatic VEGF mRNA compared with sinusoidal tumors from vehicle-treated mice. Necrotic portal metastases increased 2-4-fold in treated mice. In vitro, Fas21 reduced VEGF secretion by HSCs and 51b cells dose-dependently. Additionally, HSCs migration in response to tumor soluble factors was dose-dependently diminished by Fas21, as was LSEC migration in response to HSCs and tumor soluble factors. Resveratrol analog Fas21 inhibits the proangiogenic response of HSCs and LSECs during the development of murine liver metastasis.

Study on the Anti-tumor Effect of Gekko (천룡(天龍)의 항암효과에 대한 고찰)

  • Ahn, Tae-Kyu;Son, Chang-Gue;Jeong, Tae-Yong;Yoo, Hwa-Seung;Cho, Jung-Hyo
    • Journal of Korean Traditional Oncology
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    • v.14 no.1
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    • pp.75-84
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    • 2009
  • Gekko has been used for several diseases including cancer in Oriental medicine and fork herbalogy. Nevertheless, its origin as herbal medicine and its efficacy and mechanism as anti-tumor drug have not yet been thoroughly reported in Korea. This study aimed to investigate anti-tumor effect of Gekko through selected articles from cqvip database in China. In vitro and In vivo, Gekko could obviously inhibit tumor growth, induce tumor cells apoptosis, reduce micro-vessel density in tumor tissue through down regulating VEGF & bFGF protein expression, promote cytotoxicity of lymphocyte. Gekko could improve survival rate, relive clinical symptoms, improve quality of life, and relieve anti-tumor treatment reaction, suggesting that Gekko might be a effective anti-tumor drug.

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Effect of X-Irradiation on the Oxygen Consumption Rate and Protein Level of Ehrlich Ascites Tumor-Bearing Mouse Liver and Kidney (X-선조사(線照射)를 입은 Ehrlich 복수담암(腹水擔癌)마우스의 간(肝) 및 신조직(腎組織)의 산소소비량(酸素消費量) 및 단백량(蛋白量)에 대(對)하여)

  • Choi, Byung-Ok;Choo, Young-Eun
    • The Korean Journal of Physiology
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    • v.3 no.2
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    • pp.17-23
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    • 1969
  • Oxygen consumption rate $(QO_2)$ and protein content of liver and kidney of the Ehrlich ascites tumor-bearing mouse were measured from 6th till 14th day after the inoculation of $4{\times}10^6$ Ehrlich ascites tumor cells. The results thus obtained were compared with those of the groups in which; 1) Whole body x-irradiation with 400 r was done to mouse prior to the inoculation of $4{\times}10^6$ Ehrlich ascites tumor cells, 2) Same number of the irradiated tumor cells were inoculated after subjecting the tumor cells to x-irradiation with 400 r or 900 r in vitro, and 3) the normal, and the following results were obtained; 1. $QO_2$ of the liver and kidney of the tumor-bearing mouse were all lower than the normal and a gradual decrease of $QO_2$ in both liver and kidney was noted as the ascites tumor was progressively developing. 2. In the groups where whole body x-irradiation with 400 r was done, or x-irradiation of ascites tumor cells in vitro with either 400 r or 900 r, $QO_2$ of the liver and kidney were lower than the normal, and the pattern of the decrease was similar in the case of the tumor-bearing mouse. 3. Protein contents in all the groups showed lower values than the normal, and the decrease was gradual as the ascites tumor was developing. 4. $QO_2$ and protein levels in the liver were generally lower than those in the kidney. 5. A certain cancerous metabolism was, therefore, noted in the remote organs of Ehrlich ascites tumor-bearing animal.

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Clinical Review of Metastatic Lung Tumor (전이성폐종양에 대한 고찰)

  • 김진식;손말현;서정회
    • Journal of Chest Surgery
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    • v.7 no.1
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    • pp.37-46
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    • 1974
  • 52 cases of metastatic lung tumor, including 22 [42.3%] choriocarcinoma., 13[25%] liver cancer, 6 [7.5%] stomach cancer, 2 bone tumor, etc, were reviewed at Busan National University Hospital, during a 5 year period ending with 1974. The age distribution of metastatic lung tumor were same in second decade to 5th decade. The most common appearances of roentgenograms of metastatic lung tumor were that of multinodular [42.3%], diffuse acinar [21.1%],infiltrative or pneumonic[21.1%], solitary lesion [9.6%] and diffuse micronodular [5.7%]. The metastatic lesions originated from choriocarcinoma revealed multinodular and acinar in roentgenogram, and the lesions originated from liver and stomach cancer revealed infiltrative and acinar. In our series, the positive hilar lymph node enlargement was encountered in 12 cases, of which 4 were in liver cancer and 3 were in stomach cancer. Pleural effusion was also encountered in 5 cases, of which 3 were in liver cancer. The treatment of this series was almost conservative except of 2 cases of pulmonary resection, and the reason of this limited cases of surgical treatment was seemed due to the delayed direction of metastasis to lung beyond the proper indication of surgery.

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Inhibition of COX-2 Impairs Colon Cancer Liver Metastasis through Reduced Stromal Cell Reaction

  • Herrero, Alba;Benedicto, Aitor;Romayor, Irene;Olaso, Elvira;Arteta, Beatriz
    • Biomolecules & Therapeutics
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    • v.29 no.3
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    • pp.342-351
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    • 2021
  • Liver colonization is initiated through the interplay between tumor cells and adhesion molecules present in liver sinusoidal endothelial cells (LSECs). This crosstalk stimulates tumor COX-2 upregulation and PGE2 secretion. To elucidate the role of the LSEC intercellular adhesion molecule-1 (ICAM-1) in the prometastatic response exerted by tumor and stromal COX-2, we utilized celecoxib (CLX) as a COX-2 inhibitory agent. We analyzed the in vitro proliferative and secretory responses of murine C26 colorectal cancer (CRC) cells to soluble ICAM-1 (sICAM-1), cultured alone or with LSECs, and their effect on LSEC and hepatic stellate cell (HSC) migration and in vivo liver metastasis. CLX reduced sICAM-1-stimulated COX-2 activation and PGE2 secretion in C26 cells cultured alone or cocultured with LSECs. Moreover, CLX abrogated sICAM-1-induced C26 cell proliferation and C26 secretion of promigratory factors for LSECs and HSCs. Interestingly, CLX reduced the protumoral response of HSC, reducing their migratory potential when stimulated with C26 secretomes and impairing their secretion of chemotactic factors for LSECs and C26 cells and proliferative factors for C26 cells. In vivo, CLX abrogated the prometastatic ability of sICAM-1-activated C26 cells while reducing liver metastasis. COX-2 inhibition blocked the creation of a favorable tumor microenvironment (TME) by hindering the intratumoral recruitment of activated HSCs and macrophages in addition to the accumulation of fibrillar collagen. These results point to COX-2 being a key modulator of processes initiated by host ICAM-1 during tumor cell/LSEC/HSC crosstalk, leading to the creation of a prometastatic TME in the liver.

Solid Pseudopapillary Tumor of the Pancreas with Liver Metastasis in Children (소아에서의 간 전이를 동반한 췌장의 고형유두상 상피성종양)

  • Moon, Sang-Hoi;Kim, Hyun-Yung;Park, Kwi-Won;Jung, Sung-Eun;Lee, Seong-Cheol;Kim, Woo-Ki
    • Advances in pediatric surgery
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    • v.11 no.1
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    • pp.40-45
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    • 2005
  • Solid pseudopapillary tumor of pancreas in children is a tumor with low malignant potentiality. and is rarely associated with distant metastasis. A 13-year-old girl was hospitalized because of abdominal pain of one week duration. Abdominal CT revealed not only a $12{\times}6cm$ sized mass at the pancreatic body and tail but also a 1cm sized mass in left lobe of the liver. The patient underwent a near-total pancreatectomy and tumorectomy of the liver. A solid pseudopapillary tumor with liver metastasis was confirmed by pathology. She has undergone 13 courses of chemotherapy and has been well for 13 monthswithout any sign of recurrence.

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Cytologic Diagnosis of Hepatocellular Carcinoma by Fine-Needle Aspiration Biopsy (세침 흡인 생검에 의한 간암의 세포학적 진단)

  • Kim, Ki-Kwon;Chang, Eun-Sook
    • The Korean Journal of Cytopathology
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    • v.1 no.1
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    • pp.18-26
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    • 1990
  • CT guided percutaneous fine-needle aspiration (FNA) of the liver for both cytologic and histologic examination has great value in diagnosing liver malignancy. From March, 1986 to April, 1990, 62 patients with the clinical impression of liver malignancy underwent CT guided percutaneous FNA biopsy. Of these, 43 cases were reviewed for this study, 19 were reported to be liver cell carcinoma, 2 were adenocarcinoma, 11 were reported as anaplastic cell present, and the rest (11 cases) were negative (9) or necrotic (2). Among the 11 cases of the last group, 9 were diagnosed as liver cell carcinoma and 2 were necrotic histologically. Retrospective review, in order to clarify the cause of cytologic diagnostic error, of both cytologic and histologic slides of all cases showed discordance of 23% between these diagnoses and sensitivity is 93.9% and specificity is 90.9%. The reasons were as follows ; 1) the lack of awareness of tumor cells of well differentiated liver cell carcinoma (4 cases), 2) missed tumor cells due to too scanty cellularity (1 case), 3) improper smear (2 cases) and no tumor cell In the cytologic smears (3 cases). In such cases, at the initiation of FNA, a correct diagnosis of liver malignancy could only be made by a combination of cytologic and histologic examinations. However after three years' experience we can conclude that cytomorphologic features of liver cell carcinoma are sufficiently distinctive from other liver malignancies to be diagnostic.

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Correlations of Tumor-associated Macrophage Subtypes with Liver Metastases of Colorectal Cancer

  • Cui, Yun-Long;Li, Hui-Kai;Zhou, Hong-Yuan;Zhang, Ti;Li, Qiang
    • Asian Pacific Journal of Cancer Prevention
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    • v.14 no.2
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    • pp.1003-1007
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    • 2013
  • Objective: This work aimed to investigate the correlations of tumor-associated macrophages (TAMs) and their subtypes M1 and M2 with liver metastasis of colorectal cancer, and provide useful references for seeking predictors of liver metastasis and studying mechanisms. Methods: 120 patients with colorectal cancer from 2000 to 2009 were divided into low, middle and high liver metastasis groups (group A, B and C, respectively). S-P immunohistochemical staining and microscopic observation were conducted to compare expression in CD68-positive cells (TAMs), CD80-positive cells (M1) and CD163-positive cells (M2) in three groups. Correlations of TAMs, M1, M2, and M2/M1 ratio with clinical and pathological parameters were analyzed. Results: With increase of liver metastatic ability, the number of TAMs decreased gradually, with no significant difference between any two of the three groups (P > 0.05), while the numbers of M1 and M2 were significantly decreased and increased, respectively, with significant difference between any two of three groups (P < 0.05 or P < 0.01). In addition, the M2/M1 ratio increased with increase of liver metastatic ability (P < 0.01). There was no statistical significance of correlation of TAMs with each clinical and pathological parameter. M1 was negatively related with lymphatic metastasis and liver metastatic ability. M2 was positively correlated with preoperative CEA level, lymphatic metastasis, tumor differentiation degree and liver metastatic ability. The same was the case for the M2/M1 ratio. Conclusions: Effects of TAMs on liver metastasis of colorectal cancer do not depend on the total number of TAMs, but on the number and proportion of functional subtypes M1 and M2. M2 number and M2/M1 ratio are more accurate predictors for liver metastasis of colorectal cancer.

Association Between MDM2 Promoter SNP309 T/G Polymorphism and Liver Cancer Risk - a Meta-analysis

  • Ma, Hong-Bo;Huang, Tao;Han, Feng;Chen, Wei-Yu
    • Asian Pacific Journal of Cancer Prevention
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    • v.13 no.6
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    • pp.2841-2846
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    • 2012
  • Background: Many studies have investigated the association between the MDM2 promoter SNP309 T/G polymorphism and liver cancer risk, but inconsistencies make drawwing definitive conclusions difficult. Methods: We therefore searched main databases for articles relating MDM2 SNP309 T/G polymorphism to risk of liver cancer in humans and estimated summary odds ratio (OR) with 95% confidence intervals (95% CI) to assess the possible association in a meta-analysis. Results: The main analysis revealed no significant heterogeneity, and the pooled ORs of fixed-effects were all significant (for G versus T, OR = 1.59, 95% CI 1.42-1.78; for GG versus TT, OR = 2.45, 95% CI 1.93-3.12; for GT versus TT, OR = 1.70, 95% CI 1.38-2.09; for GG versus GT, OR = 1.49, 95% CI 1.24-1.79; for GG and GT versus TT, OR = 1.95, 95% CI 1.61-2.38; for GG versus TT and GT, OR = 1.73, 95% CI 1.46-2.07). Subgroup analyses by ethnicity and sensitivity analyses both showed associations to remain significant. Conclusion: The present meta-analysis of available data showed a significant association between the MDM2 SNP309 T/G polymorphism and liver cancer risk, the MDM2 SNP309 G allele contributing to increased risk in both Asians and Caucasians in a graded, dose-dependent fashion.