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      Dynamic spatiotemporal analysis of indigenous dengue fever at street-level in Guangzhou city, China

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          Abstract

          Background

          This study aimed to investigate the spatiotemporal clustering and socio-environmental factors associated with dengue fever (DF) incidence rates at street level in Guangzhou city, China.

          Methods

          Spatiotemporal scan technique was applied to identify the high risk region of DF. Multiple regression model was used to identify the socio-environmental factors associated with DF infection. A Poisson regression model was employed to examine the spatiotemporal patterns in the spread of DF.

          Results

          Spatial clusters of DF were primarily concentrated at the southwest part of Guangzhou city. Age group (65+ years) (Odd Ratio (OR) = 1.49, 95% Confidence Interval (CI) = 1.13 to 2.03), floating population (OR = 1.09, 95% CI = 1.05 to 1.15), low-education (OR = 1.08, 95% CI = 1.01 to 1.16) and non-agriculture (OR = 1.07, 95% CI = 1.03 to 1.11) were associated with DF transmission. Poisson regression results indicated that changes in DF incidence rates were significantly associated with longitude (β = -5.08, P<0.01) and latitude (β = -1.99, P<0.01).

          Conclusions

          The study demonstrated that social-environmental factors may play an important role in DF transmission in Guangzhou. As geographic range of notified DF has significantly expanded over recent years, an early warning systems based on spatiotemporal model with socio-environmental is urgently needed to improve the effectiveness and efficiency of dengue control and prevention.

          Author summary

          Dengue fever (DF) as a mosquito-borne viral disease remains a challenge for the prevention and control caused by the increased population, global development, human movement, and urbanization in the last five decades. The largest DF outbreak occurred with more than 40,000 cases in Guangdong in 2014 since DF re-emerged in China. The accurately spatiotemporal identification of DF transmission and the related socio-environmental factors are considered to be important for the strategy decision-making of the official government. This study first identified the spatiotemporal pattern and socio-environmental factors associated with DF occurrence at street and daily level in Guangzhou, China from 2006 to 2014, using spatiotemporal scan statistical methods. The results suggested that DF control should be targeted in the southwest of Guangzhou during autumn, particularly 75 high risk streets. We found that the aged population, floating population, low-education population and the non-agricultural population significantly contributed to the DF clustering risk at street level. Finally, a spread trend of DF toward southwest part of Guangzhou was noticed. These results could be implemented towards prevention and control measures of DF in high-risk areas in Guangzhou.

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          Most cited references27

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          Dengue, Urbanization and Globalization: The Unholy Trinity of the 21st Century

          Dengue is the most important arboviral disease of humans with over half of the world’s population living in areas of risk. The frequency and magnitude of epidemic dengue have increased dramatically in the past 40 years as the viruses and the mosquito vectors have both expanded geographically in the tropical regions of the world. There are many factors that have contributed to this emergence of epidemic dengue, but only three have been the principal drivers: 1) urbanization, 2) globalization and 3) lack of effective mosquito control. The dengue viruses have fully adapted to a human-Aedes aegypti-human transmission cycle, in the large urban centers of the tropics, where crowded human populations live in intimate association with equally large mosquito populations. This setting provides the ideal home for maintenance of the viruses and the periodic generation of epidemic strains. These cities all have modern airports through which 10s of millions of passengers pass each year, providing the ideal mechanism for transportation of viruses to new cities, regions and continents where there is little or no effective mosquito control. The result is epidemic dengue. This paper discusses this unholy trinity of drivers, along with disease burden, prevention and control and prospects for the future.
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            Dengue Fever in mainland China.

            Dengue is an acute emerging infectious disease transmitted by Aedes mosquitoes and has become a serious global public health problem. In mainland China, a number of large dengue outbreaks with serious consequences have been reported as early as 1978. In the three decades from 1978 to 2008, a total of 655,324 cases were reported, resulting in 610 deaths. Since the 1990s, dengue epidemics have spread gradually from Guangdong, Hainan, and Guangxi provinces in the southern coastal regions to the relatively northern and western regions including Fujian, Zhejiang, and Yunnan provinces. As the major transmission vectors of dengue viruses, the biological behavior and vectorial capacity of Aedes mosquitoes have undergone significant changes in the last two decades in mainland China, most likely the result of urbanization and global climate changes. In this review, we summarize the geographic and temporal distributions, the serotype and genotype distributions of dengue viruses in mainland China, and analyze the current status of surveillance and control of vectors for dengue transmission.
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              ABVD alone versus radiation-based therapy in limited-stage Hodgkin's lymphoma.

              Chemotherapy plus radiation treatment is effective in controlling stage IA or IIA nonbulky Hodgkin's lymphoma in 90% of patients but is associated with late treatment-related deaths. Chemotherapy alone may improve survival because it is associated with fewer late deaths. We randomly assigned 405 patients with previously untreated stage IA or IIA nonbulky Hodgkin's lymphoma to treatment with doxorubicin, bleomycin, vinblastine, and dacarbazine (ABVD) alone or to treatment with subtotal nodal radiation therapy, with or without ABVD therapy. Patients in the ABVD-only group, both those with a favorable risk profile and those with an unfavorable risk profile, received four to six cycles of ABVD. Among those assigned to subtotal nodal radiation therapy, patients who had a favorable risk profile received subtotal nodal radiation therapy alone and patients with an unfavorable risk profile received two cycles of ABVD plus subtotal nodal radiation therapy. The primary end point was 12-year overall survival. The median length of follow-up was 11.3 years. At 12 years, the rate of overall survival was 94% among those receiving ABVD alone, as compared with 87% among those receiving subtotal nodal radiation therapy (hazard ratio for death with ABVD alone, 0.50; 95% confidence interval [CI], 0.25 to 0.99; P=0.04); the rates of freedom from disease progression were 87% and 92% in the two groups, respectively (hazard ratio for disease progression, 1.91; 95% CI, 0.99 to 3.69; P=0.05); and the rates of event-free survival were 85% and 80%, respectively (hazard ratio for event, 0.88; 95% CI, 0.54 to 1.43; P=0.60). Among the patients randomly assigned to ABVD alone, 6 patients died from Hodgkin's lymphoma or an early treatment complication and 6 died from another cause; among those receiving radiation therapy, 4 deaths were related to Hodgkin's lymphoma or early toxic effects from the treatment and 20 were related to another cause. Among patients with Hodgkin's lymphoma, ABVD therapy alone, as compared with treatment that included subtotal nodal radiation therapy, was associated with a higher rate of overall survival owing to a lower rate of death from other causes. (Funded by the Canadian Cancer Society and the National Cancer Institute; HD.6 ClinicalTrials.gov number, NCT00002561.).
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                Author and article information

                Contributors
                Role: MethodologyRole: ValidationRole: VisualizationRole: Writing – original draft
                Role: Formal analysisRole: ResourcesRole: ValidationRole: Writing – original draft
                Role: Data curationRole: MethodologyRole: SoftwareRole: VisualizationRole: Writing – original draft
                Role: Formal analysisRole: Investigation
                Role: InvestigationRole: Methodology
                Role: Investigation
                Role: Investigation
                Role: Investigation
                Role: Investigation
                Role: Conceptualization
                Role: ConceptualizationRole: MethodologyRole: SupervisionRole: Writing – review & editing
                Role: ConceptualizationRole: Funding acquisitionRole: Project administrationRole: SupervisionRole: Writing – review & editing
                Role: Editor
                Journal
                PLoS Negl Trop Dis
                PLoS Negl Trop Dis
                plos
                plosntds
                PLoS Neglected Tropical Diseases
                Public Library of Science (San Francisco, CA USA )
                1935-2727
                1935-2735
                21 March 2018
                March 2018
                : 12
                : 3
                : e0006318
                Affiliations
                [1 ] School of Public Health, Sun Yat-Sen University, Guangzhou, Guangdong, China
                [2 ] School of Public Health and Social Work, Institute of Health and Biomedical Innovation, Queensland University of Technology, Brisbane, Queensland, Australia
                [3 ] Guangzhou Center for Diseases Control and Prevention, Guangzhou, Guangdong, China
                [4 ] Department of Integrated Control and Prevention Management, Haizhu District Center for Diseases Control and Prevention, Guangzhou, Guangdong, China
                [5 ] One Health Research Centre (School of Public Health), Sun Yat-Sen University, Guangzhou, Guangdong, China
                [6 ] Key Laboratory of Tropical Disease Control (Sun Yat-Sen University), Ministry of Education, Guangzhou, Guangdong, China
                [7 ] Key Surveillance Laboratory of Vector-borne Infectious Diseases, Haikou, Hainan, China
                Beijing Institute of Microbiology and Epidemiology, CHINA
                Author notes

                The authors have declared that no competing interests exist.

                Author information
                http://orcid.org/0000-0002-8593-3402
                Article
                PNTD-D-16-01369
                10.1371/journal.pntd.0006318
                5880401
                29561835
                54e60751-ccf5-499e-aba9-f8921b5a0758
                © 2018 Liu et al

                This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.

                History
                : 22 October 2017
                : 15 February 2018
                Page count
                Figures: 5, Tables: 3, Pages: 15
                Funding
                Funded by: funder-id http://dx.doi.org/10.13039/501100001809, National Natural Science Foundation of China;
                Award ID: 81373050
                Award Recipient :
                Funded by: International Program for Ph.D. Candidates, Sun Yat-Sen University, China
                Award ID: 02300-18814201
                Award Recipient :
                The work was supported by the National Natural Science Foundation of China (grant No. 81373050, URLS: http://www.nsfc.gov.cn/, JL). The Municipal Healthcare Joint-Innovation Major Project of Guangzhou, China (grant No. 201604020011) and the Science and Technology Program of Guangzhou, China (grant No. 201508020062, URLs: http://www.gzsi.gov.cn/). The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
                Categories
                Research Article
                Medicine and Health Sciences
                Infectious Diseases
                Infectious Disease Control
                Earth Sciences
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                Longitude
                Earth Sciences
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                People and Places
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                Asia
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                Physical Sciences
                Mathematics
                Applied Mathematics
                Algorithms
                Clustering Algorithms
                Research and Analysis Methods
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                Algorithms
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                Medicine and Health Sciences
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                Disease Vectors
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                Biology and Life Sciences
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                Eukaryota
                Animals
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                Dengue Fever
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                Research and Analysis Methods
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                Custom metadata
                vor-update-to-uncorrected-proof
                2018-04-02
                Dengue surveillance data of Guangzhou are available from Guangzhou Center for Disease Control and Prevention, Institutional Data Access/ Ethics Committee (E-mail: ywk@gzcdc.org.cn & Tel: +86-020-36055887), for researchers who meet the criteria for access to confidential data.

                Infectious disease & Microbiology
                Infectious disease & Microbiology

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