21 research outputs found

    AutoEncoding Tree for City Generation and Applications

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    City modeling and generation have attracted an increased interest in various applications, including gaming, urban planning, and autonomous driving. Unlike previous works focused on the generation of single objects or indoor scenes, the huge volumes of spatial data in cities pose a challenge to the generative models. Furthermore, few publicly available 3D real-world city datasets also hinder the development of methods for city generation. In this paper, we first collect over 3,000,000 geo-referenced objects for the city of New York, Zurich, Tokyo, Berlin, Boston and several other large cities. Based on this dataset, we propose AETree, a tree-structured auto-encoder neural network, for city generation. Specifically, we first propose a novel Spatial-Geometric Distance (SGD) metric to measure the similarity between building layouts and then construct a binary tree over the raw geometric data of building based on the SGD metric. Next, we present a tree-structured network whose encoder learns to extract and merge spatial information from bottom-up iteratively. The resulting global representation is reversely decoded for reconstruction or generation. To address the issue of long-dependency as the level of the tree increases, a Long Short-Term Memory (LSTM) Cell is employed as a basic network element of the proposed AETree. Moreover, we introduce a novel metric, Overlapping Area Ratio (OAR), to quantitatively evaluate the generation results. Experiments on the collected dataset demonstrate the effectiveness of the proposed model on 2D and 3D city generation. Furthermore, the latent features learned by AETree can serve downstream urban planning applications

    Genome-Wide Association Study of Hepatocellular Carcinoma in Southern Chinese Patients with Chronic Hepatitis B Virus Infection

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    One of the most relevant risk factors for hepatocellular carcinoma (HCC) development is chronic hepatitis B virus (HBV) infection, but only a fraction of chronic HBV carriers develop HCC, indicating that complex interactions among viral, environmental and genetic factors lead to HCC in HBV-infected patients. So far, host genetic factors have incompletely been characterized. Therefore, we performed a genome-wide association (GWA) study in a Southern Chinese cohort consisting of 95 HBV-infected HCC patients (cases) and 97 HBV-infected patients without HCC (controls) using the Illumina Human610-Quad BeadChips. The top single nucleotide polymorphisms (SNPs) were then validated in an independent cohort of 500 cases and 728 controls. 4 SNPs (rs12682266, rs7821974, rs2275959, rs1573266) at chromosome 8p12 showed consistent association in both the GWA and replication phases (ORcombined = 1.31–1.39; pcombined = 2.71×10−5–5.19×10−4; PARcombined = 26–31%). We found a 2.3-kb expressed sequence tag (EST) in the region using in-silico data mining and verified the existence of the full-length EST experimentally. The expression level of the EST was significantly reduced in human HCC tumors in comparison to the corresponding non-tumorous liver tissues (P<0.001). Results from sequence analysis and in-vitro protein translation study suggest that the transcript might function as a long non-coding RNA. In summary, our study suggests that variations at chromosome 8p12 may promote HCC in patients with HBV. Further functional studies of this region may help understand HBV-associated hepatocarcinogenesis

    香港居家安老面對的挑戰 : 服務提供者及使用者之經驗

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    隨著人口老化,居家安老成為香港社會重大的挑戰。政府多年來提倡「居家安老為本,院舍照顧為後援」的政策方針,透過加強社區照顧服務,以減少院舍入住率。然而,政策需要由家居環境、以至社區支援互相配合,創造可供市民居家安老的先天條件方能成事。本研究旨在探討香港推行居家安老時所面對的困難與挑戰。研究團隊訪問了30名60歲或以上、曾經或正在使用長者服務的使用者和19名從事長者社區照顧及支援服務行業的服務提供者,從不同的角度探討長者居家安老的狀況和社區照顧及支援服務的成效。 研究團隊綜合了長者居家安老的狀況,提出了幾方面的改進建議。在家居環境和社區設施方面,建議 (1) 政府應主動協助長者改善「居住環境」和安裝「緊急呼叫系統」,並(2) 建設合適長者的公共交通工具和道路設施和交通配套。在醫療層面方面,建議 (3) 資助有緊急需要的長者使用私營醫療服務、(4) 擴展醫療券計劃至購買坊間藥物和 (5) 改善普通科門診醫療預約系統和公開長者預約專籌的數量及其使用狀況。在長者社區照顧及支援服務方面,建議 (6) 檢視社區照顧服務券的宣傳和使用狀況、(7) 對長者家庭進行家訪,及早識別有需要個案和 (8) 檢視未來各區長者比例,規劃長者設施服務。 研究團隊分析了社福機構人員在提供長者服務過程中所遇到的困難後,提出了四方面的建議,分別爲 (1) 改進安老服務人員資歷架構和服務外包、(2) 簡化並加強服務資訊的宣傳、(3) 優化一站式服務平台及個案管理和 (4) 制訂長遠的安老政策方向

    Reactivation of Epstein–Barr virus by a dual-responsive fluorescent EBNA1-targeting agent with Zn2+-chelating function

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    EBNA1 is the only Epstein–Barr virus (EBV) latent protein responsible for viral genome maintenance and is expressed in all EBV-infected cells. Zn2+ is essential for oligomerization of the functional EBNA1. We constructed an EBNA1 binding peptide with a Zn2+ chelator to create an EBNA1-specific inhibitor (ZRL5P4). ZRL5P4 by itself is sufficient to reactivate EBV from its latent infection. ZRL5P4 is able to emit unique responsive fluorescent signals once it binds with EBNA1 and a Zn2+ ion. ZRL5P4 can selectively disrupt the EBNA1 oligomerization and cause nasopharyngeal carcinoma (NPC) tumor shrinkage, possibly due to EBV lytic induction. Dicer1 seems essential for this lytic reactivation. As can been seen, EBNA1 is likely to maintain NPC cell survival by suppressing viral reactivation

    The CBP/β-Catenin Antagonist, ICG-001, Inhibits Tumor Metastasis via Blocking of the miR-134/ITGB1 Axis-Mediated Cell Adhesion in Nasopharyngeal Carcinoma

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    Nasopharyngeal carcinoma (NPC) is an Epstein–Barr virus (EBV)-associated malignancy ranking as the 23rd most common cancer globally, while its incidence rate ranked the 9th in southeast Asia. Tumor metastasis is the dominant cause for treatment failure in NPC and metastatic NPC is yet incurable. The Wnt/β-catenin signaling pathway plays an important role in many processes such as cell proliferation, differentiation, epithelial–mesenchymal transition (EMT), and self-renewal of stem cells and cancer stem cells (CSCs). Both the EMT process and CSCs are believed to play a critical role in cancer metastasis. We here investigated whether the specific CBP/β-catenin Wnt antagonist, IGC-001, affects the metastasis of NPC cells. We found that ICG-001 treatment could reduce the adhesion capability of NPC cells to extracellular matrix and to capillary endothelial cells and reduce the tumor cell migration and invasion, events which are closely associated with distant metastasis. Through a screening of EMT and CSC-related microRNAs, it was found that miR-134 was consistently upregulated by ICG-001 treatment in NPC cells. Very few reports have mentioned the functional role of miR-134 in NPC, except that the expression was found to be downregulated in NPC. Transient transfection of miR-134 into NPC cells reduced their cell adhesion, migration, and invasion capability, but did not affect the growth of CSC-enriched tumor spheres. Subsequently, we found that the ICG-001-induced miR-134 expression resulting in downregulation of integrin β1 (ITGB1). Such downregulation reduced cell adhesion and migration capability, as demonstrated by siRNA-mediated knockdown of ITGB1. Direct targeting of ITGB1 by miR-134 was confirmed by the 3′-UTR luciferase assay. Lastly, using an in vivo lung metastasis assay, we showed that ICG-001 transient overexpression of miR-134 or stable overexpression of miR-134 could significantly reduce the lung metastasis of NPC cells. Taken together, we present here evidence that modulation of Wnt/β-catenin signaling pathway could inhibit the metastasis of NPC through the miR-134/ITGB1 axis

    Laparoscopic Liver Resection for Hepatocellular Carcinoma

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    To provide an updated review on the clinical experience in laparoscopic liver resection, specifically for hepatocellular carcinoma. Methods: A comprehensive literature search in MEDLINE was conducted for all English papers up to May 2010 on laparoscopic liver resection for hepatocellular carcinoma. Patient characteristics, perioperative results, and oncologic outcomes were compared and analysed. Results: We analysed 11 clinical studies involving 466 hepatocellular carcinoma patients treated with laparoscopic hepatectomy. Thirty-seven (9%) patients underwent major resection. Cirrhosis occurred in 62%. The mean operative time was 189.5 min, and the mean blood loss was 315.6 mL. Blood transfusion was required in 14.6% of patients. There were two operative deaths. Postoperative complications included bile leakage (1%), bleeding (2.9%), liver failure (5.1%), and ascites (6%). The 1-year, 3-year, and 5-year diseasefree survival rates ranged from 60% to 90%, 50% to 64%, and 31% to 50%, respectively, and the corresponding overall survival rates ranged from 85% to 100%, 67% to 100%, and 50% to 97% respectively. Conclusion: Laparoscopic liver resection for hepatocellular carcinoma appears to be safe and to achieve acceptable oncologic outcomes even in cirrhotic livers, but whether it is comparable to conventional open surgery needs to be evaluated in a randomized, controlled trial setting
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