Shandong Province

山东省
  • 文章类型: Journal Article
    斑疹伤寒,一种由Orientia虫引起的急性发热性疾病,是通过受感染的chi螨传播给人类的。我们介绍了使用下一代测序(NGS)和PCR诊断的山东省一名先前健康的人中的一例斑疹伤寒,并回顾了有关NGS诊断斑疹伤寒的最新文献。
    NGS用于检测入院时收集的全血。通过ELISA检测急性和恢复期血清中针对Orientia的IgM和IgG抗体,进行了确证测试。对焦痂sc疮DNA进行了Orientia47-kDa蛋白基因TaqMan和56-kDa蛋白基因的标准PCR和Sanger测序。
    通过47-kDa蛋白质基因TaqMan和对O.tsugamushi56-kDa蛋白质基因片段的测序证实了NGS的诊断。对该序列和NGS数据的分析表明O.tsugamushi菌株Cheeloo2020是一种新的基因型。NGS数据与O.tsu虫Gilliam菌株基因组序列的映射鉴定出304个具有高度相似性的读段。
    NGS不仅对斑疹伤寒的多重诊断有用,而且还提供了对O的遗传多样性的见解。虫。将序列提交到数据库的常见失败使得难以确定用于临床标本中OriediaDNA阳性鉴定的NGS数据的最小数量和质量。
    UNASSIGNED: Scrub typhus, an acute febrile disease caused by Orientia tsutsugamushi, is transmitted to humans through infected chigger mites. We present a case of scrub typhus in a previously healthy man from Shandong Province diagnosed using next-generation sequencing (NGS) and PCR and review recent literature on NGS for scrub typhus diagnosis.
    UNASSIGNED: NGS was utilized for testing whole blood collected on admission. Confirmatory testing was done by detecting IgM and IgG antibodies to Orientia in acute and convalescent sera by ELISA. Orientia 47-kDa protein gene TaqMan and standard PCR of the 56-kDa protein gene and Sanger sequencing were performed on eschar scab DNA.
    UNASSIGNED: The NGS diagnosis was confirmed by 47-kDa protein gene TaqMan and sequencing of a fragment of the O. tsutsugamushi 56-kDa protein gene from the eschar scab. Analysis of this sequence and the NGS data indicated O. tsutsugamushi strain Cheeloo2020 is a novel genotype. Mapping of the NGS data against the O. tsutsugamushi Gilliam strain genome sequence identified 304 reads with high similarity.
    UNASSIGNED: NGS is not only useful for multiplex diagnosis of scrub typhus, but also provides insight into the genetic diversity of O. tsutsugamushi. The common failure to submit sequences to databases makes it difficult to determine the minimal quantity and quality of NGS data being used for the positive identification of Orientia DNA in clinical specimens.
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  • 文章类型: Journal Article
    土壤有机碳(SOC)是全球碳循环的重要组成部分,在生态系统健康和碳平衡中发挥着重要作用。在这项研究中,我们重点评估了山东省基于土地利用类型的地表SOC含量,探讨了其空间分布格局及影响因素。机器学习方法,包括随机森林(RF),极端梯度提升(XGBoost),和支持向量机(SVM)被用来估计山东省的表面SOC含量使用不同的数据源,如样本数据,遥感数据,社会经济数据,土壤质地数据,地形数据,和气象数据。结果表明,山东省SOC含量为8.78g/kg,在不同地区表现出显著的差异。比较模型误差和相关系数,XGBoost模型显示出最高的预测精度,确定系数(R²)为0.7548,均方根误差(RMSE)为7.6792,相对百分比差异(RPD)为1.1311。高程和粘土在澄清山东省地表SOC含量方面表现出最高的解释力,贡献21.74%和13.47%,分别。空间分布分析表明,与耕地覆盖的平原和沿海地区相比,森林覆盖的山区的SOC含量更高。总之,这些发现为土地利用规划和SOC保护提供了宝贵的科学见解。
    Soil organic carbon (SOC) is a crucial component of the global carbon cycle, playing a significant role in ecosystem health and carbon balance. In this study, we focused on assessing the surface SOC content in Shandong Province based on land use types, and explored its spatial distribution pattern and influencing factors. Machine learning methods including random forest (RF), extreme gradient boosting (XGBoost), and support vector machine (SVM) were employed to estimate the surface SOC content in Shandong Province using diverse data sources like sample data, remote sensing data, socio-economic data, soil texture data, topographic data, and meteorological data. The results revealed that the SOC content in Shandong Province was 8.78 g/kg, exhibiting significant variation across different regions. Comparing the model error and correlation coefficient, the XGBoost model showed the highest prediction accuracy, with a coefficient of determination (R²) of 0.7548, root mean square error (RMSE) of 7.6792, and relative percentage difference (RPD) of 1.1311. Elevation and Clay exhibited the highest explanatory power in clarifying the surface SOC content in Shandong Province, contributing 21.74% and 13.47%, respectively. The spatial distribution analysis revealed that SOC content was higher in forest-covered mountainous regions compared to cropland-covered plains and coastal areas. In conclusion, these findings offer valuable scientific insights for land use planning and SOC conservation.
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  • 文章类型: Journal Article
    监测和预测区域地下水储量(GWS)波动是有效管理水资源的重要支持。因此,以山东省为例,重力恢复和气候实验(GRACE)和GRACE后续(GRACE-FO)的数据用于反演2003年1月至2022年12月的GWS波动以及水隙全球水文模型(WGHM),原位地下水量和水位数据。使用独立成分分析(ICA)分解时空特征,以及影响因素,如降水和人类活动,也进行了分析。为了预测GWS的短时间变化,支持向量机(SVM)与三种常用的长短期记忆方法(LSTM)结合使用,奇异谱分析(SSA),自回归移动平均模型(ARMA),作为比较。结果表明:(1)西部GWS的损失强度明显大于沿海地区。2003-2006年GWS急剧增加,2007-2014年GWS损失率为-5.80±2.28mm/a,2015-2022年GWS变化线性趋势为-5.39±3.65mm/a,可能主要受南水北调工程影响。GRACE与WGHM的相关系数为0.67,与原位地下水量和水位一致。(2)考虑移动平均线后的时间延迟,GWS与每月全球降水气候项目(GPCP)具有较高的正相关性。根据连续小波变换(CWT)方法具有相似的能量谱。此外,分析了影响GWS年度波动的因素,GWS与包括地下水开采消耗在内的原位数据之间的相关系数,农田灌溉量分别为0.80、0.71。(3)对于GWS预测,采用SVM方法进行分析,建立了三个训练样本,分别为180、204和228个月,拟合优度均高于0.97。相关系数分别为0.56、0.75、0.68;RMSE分别为5.26、4.42、5.65mm;NSE分别为0.28、0.43、0.36。SVM模型的短期预测性能优于其他方法。
    Monitoring and predicting the regional groundwater storage (GWS) fluctuation is an essential support for effectively managing water resources. Therefore, taking Shandong Province as an example, the data from Gravity Recovery and Climate Experiment (GRACE) and GRACE Follow-On (GRACE-FO) is used to invert GWS fluctuation from January 2003 to December 2022 together with Watergap Global Hydrological Model (WGHM), in-situ groundwater volume and level data. The spatio-temporal characteristics are decomposed using Independent Components Analysis (ICA), and the impact factors, such as precipitation and human activities, which are also analyzed. To predict the short-time changes of GWS, the Support Vector Machines (SVM) is adopted together with three commonly used methods Long Short-Term Memory (LSTM), Singular Spectrum Analysis (SSA), Auto-Regressive Moving Average Model (ARMA), as the comparison. The results show that: (1) The loss intensity of western GWS is significantly greater than those in coastal areas. From 2003 to 2006, GWS increased sharply; during 2007 to 2014, there exists a loss rate - 5.80 ± 2.28 mm/a of GWS; the linear trend of GWS change is - 5.39 ± 3.65 mm/a from 2015 to 2022, may be mainly due to the effect of South-to-North Water Diversion Project. The correlation coefficient between GRACE and WGHM is 0.67, which is consistent with in-situ groundwater volume and level. (2) The GWS has higher positive correlation with monthly Global Precipitation Climatology Project (GPCP) considering time delay after moving average, which has the similar energy spectrum depending on Continuous Wavelet Transform (CWT) method. In addition, the influencing facotrs on annual GWS fluctuation are analyzed, the correlation coefficient between GWS and in-situ data including the consumption of groundwater mining, farmland irrigation is 0.80, 0.71, respectively. (3) For the GWS prediction, SVM method is adopted to analyze, three training samples with 180, 204 and 228 months are established with the goodness-of-fit all higher than 0.97. The correlation coefficients are 0.56, 0.75, 0.68; RMSE is 5.26, 4.42, 5.65 mm; NSE is 0.28, 0.43, 0.36, respectively. The performance of SVM model is better than the other methods for the short-term prediction.
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  • 文章类型: Multicenter Study
    了解山东省疑似肺结核患者结核分枝杆菌(MTB)的阳性率和耐药特征,中国人口第二大省。
    预期,多中心研究于2022年4月至2023年6月进行.使用核苷酸基质辅助激光解吸电离飞行时间质谱(核苷酸MALDI-TOFMS)鉴定病原体和耐药性。
    在本研究中纳入的940名疑似结核病患者中,发现552例感染MTB,总阳性率为58.72%。对任意抗结核药物耐药346例(62.68%),淄博(76.47%),聊城和威海(均为69.23%)排名前三位,结核病治疗史可能是相关因素。单一抗性是最常见的模式(33.53%),异烟肼最高,为12.43%,其次是利福平,占9.54%。对赋予耐药性的基因突变的进一步分析显示,在多种抗结核药物中发现了具有高异质耐药率的多种类型。
    在COVID-19大流行期间和之后,山东省发现了相对较高的MTB阳性率和耐药性,提示有必要加强对疑似结核病患者的物种和耐药性的快速识别,以指导更好的用药并最大程度地减少耐药性的发生。
    To investigate the positivity rates and drug resistance characteristics of Mycobacterium tuberculosis (MTB) among suspected tuberculosis (TB) patients in Shandong Province, the second-largest population province in China.
    A prospective, multi-center study was conducted from April 2022 to June 2023. Pathogen and drug resistance were identified using nucleotide matrix-assisted laser desorption ionization time-of-flight mass spectrometry (nucleotide MALDI-TOF MS).
    Of 940 suspected TB patients included in this study, 552 cases were found to be infected with MTB giving an overall positivity rate of 58.72%. Total of 346 cases were resistant to arbitrary anti-TB drug (62.68%), with Zibo (76.47%), Liaocheng and Weihai (both 69.23%) ranking top three and TB treatment history might be a related factor. Monoresistance was the most common pattern (33.53%), with isoniazid the highest at 12.43%, followed by rifampicin at 9.54%. Further analysis of gene mutations conferring resistance revealed diverse types with high heteroresistance rate found in multiple anti-TB drugs.
    A relatively high rate of MTB positivity and drug resistance was found in Shandong Province during and after the COVID-19 pandemic, indicating the need for strengthening rapid identification of species and drug resistance among suspected TB patients to guide better medication and minimize the occurrence of drug resistance.
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  • 文章类型: Journal Article
    作为我国东部沿海经济大省,理清近年来山东省区域发展的时空格局,对支撑区域高质量发展具有重要意义。小夜灯遥感数据可以在精细像素尺度上揭示社会经济活动的时空格局。我们基于每月的夜间光线遥感数据和社会统计数据,在三个地理区域的三个空间尺度上建立了夜间光线模式。采用趋势分析的方法,对山东省近10年来的不同市县,稳定性分析和相关性分析。结果表明:(1)夜间光照格局与建设用地空间格局基本一致。大多数城市的夜间光线强度,建成区呈增长趋势,而青岛和烟台的老城区则呈弱化趋势。(2)在地理单元尺度上,山东中南部的夜间总光照明显高于山东东部和西北部,而鲁西北的夜间光照增长率显著最高。在城市规模,聊城市夜间光照增长率最高。在县范围内,经济较好的县夜间光照增长率较低,而经济落后的县则更高。(3)夜间光照增长与国内生产总值(GDP)和人口增长显著相关,说明区域经济发展和人口增长是夜间光照变化的主要原因。
    As a major coastal economic province in the east of China, it is of great significance to clarify the temporal and spatial patterns of regional development in Shandong Province in recent years to support regional high-quality development. Nightlight remote sensing data can reveal the spatio-temporal patterns of social and economic activities on a fine pixel scale. We based the nighttime light patterns at three spatial scales in three geographical regions on monthly nighttime light remote sensing data and social statistics. Different cities and different counties in Shandong Province in the last 10 years were studied by using the methods of trend analysis, stability analysis and correlation analysis. The results show that: (1) The nighttime light pattern was generally consistent with the spatial pattern of construction land. The nighttime light intensity of most urban, built-up areas showed an increasing trend, while the old urban areas of Qingdao and Yantai showed a weakening trend. (2) At the geographical unit scale, the total nighttime light in south-central Shandong was significantly higher than that in eastern and northwest Shandong, while the nighttime light growth rate in northwest Shandong was significantly highest. At the urban scale, Liaocheng had the highest nighttime light growth rate. At the county scale, the nighttime light growth rate of counties with a better economy was lower, while that of counties with a backward economy was higher. (3) The nighttime light growth was significantly correlated with Gross Domestic Product (GDP) and population growth, indicating that regional economic development and population growth were the main causes of nighttime light change.
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  • 文章类型: Journal Article
    湖北蚊子病毒2型(HMV2)是湖北省2016年首次发现的新型蚊子病毒,中国。直到现在,HMV2已被证明在中国和日本的某些地区是地方性的,但是它的生物学特性,流行病学,致病性尚不清楚。本报告描述了2019年在山东省收集的蚊子中HMV2的检测,并介绍了该病毒的首次分离和分子特征。在这项研究中,共收集了2813只蚊子,然后分成57个水池,根据位置和物种。进行qRT-PCR和巢式PCR以确认HMV2的存在及其基因组特征,系统发育关系,生长特性,并进一步分析了潜在的致病性。结果表明,在57个蚊子池中的28个中检测到HMV2,HMV2的最低感染率(MIR)为1.00%(28/2,813)。从HMV2阳性库获得HMV2株和14个病毒部分序列,包括一个完整的基因组序列。系统发育分析表明,来自山东省的HMV2与其他报告的分离株具有90%以上的同一性,并且与库蚊黄样病毒密切相关。重要性我们的研究为山东省HMV2的流行提供了重要的流行病学证据。这里,我们报道了该病毒的首次分离和分子特征,并丰富了我们对HMV2在中国的分布的了解。
    Hubei mosquito virus 2 (HMV2) is a novel mosquito virus that was first identified in 2016 in Hubei Province, China. Until now, HMV2 has been shown to be endemic in some areas of China and Japan, but its biological characteristics, epidemiology, and pathogenicity are not yet known. This report describes the detection of HMV2 in mosquitoes that were collected in Shandong Province in 2019 and presents the first isolation and molecular characterization of the virus. In this study, a total of 2,813 mosquitoes were collected and then divided into 57 pools, according to location and species. qRT-PCR and nested PCR were performed to confirm the presence of HMV2, and its genomic features, phylogenetic relationships, growth characteristics, and potential pathogenicity were further analyzed. The results showed that HMV2 was detected in 28 of the 57 mosquito pools and that the minimum infection rate (MIR) for HMV2 was 1.00% (28/2,813). A HMV2 strain and 14 viral partial sequences were obtained from the HMV2-positive pools, including one complete genome sequence. A phylogenetic analysis revealed that HMV2 from Shandong Province shared over 90% identity with other reported isolates and was closely related to the Culex inatomii luteo-like virus. IMPORTANCE Our study provided important epidemiological evidence for the epidemic of HMV2 in Shandong Province. Here, we report the first isolation and molecular characteristics of this virus and enrich our knowledge of the distribution of HMV2 in China.
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  • 文章类型: Journal Article
    背景:土壤传播的蠕虫(STHs)以前是山东省的地方病,中国。本研究旨在分析STHs的流行趋势和自然,社会,以及人类认知和行为因素影响山东省2016-2020年高感染水平和低感染水平差异。
    方法:山东省2016-2020年的STHs监测数据来源于中国寄生虫病防治信息管理系统。采用改良的Kato-Katz法检测STHs感染。关于自然和社会因素的综合信息,通过问卷调查收集与STHS相关的知识和行为。使用SaTScanv10.1进行回顾性空间扫描分析,以评估任何已识别的STHs感染空间簇的统计学意义,并使用Bayes判别分析来区分村庄的高感染或低感染组。
    结果:总计,从2016年到2020年,72,160名参与者参与了我们的调查。整体STHs患病率为1.13%,山东省东部地区比例最高(2.02%)。主要物种是T.trichiura,患病率为0.99%,≥70岁年龄组患病率最高,为2.21%。从2016年到2020年,STHs患病率呈年度线性下降趋势([公式:见正文]=127.600,P<0.001)。年龄≥60岁的受访者对STHS相关预防知识的知晓率最低(均P<0.05),最可能采用新鲜粪便施肥的做法(χ2=28.354,P<0.001)。此外,南部地区气温和降雨量最高,国民生产总值和人均年纯收入最低(均P<0.05)。
    结论:2016-2020年山东省STHs患病率显著下降。然而,在南部和东部地区,特别是T.trichiura的患病率仍然很高,老年人对STHS相关预防知识的知晓率低,对危险生产和生活行为的采纳率高,更容易感染STHS。健康教育的综合方法,应加强环境改善和行为改变,以进一步降低中国的STHs患病率。
    BACKGROUND: Soil-transmitted helminths (STHs) were previously endemic in Shandong Province, China. This study aimed to analyze the STHs prevalence trend and the natural, social, and human cognitive and behavioural factors influencing the discrepancies between high and low infection levels from 2016 to 2020 in Shandong Province in eastern China.
    METHODS: STHs surveillance data of Shandong Province from 2016 to 2020 were obtained from China Information Management System for Prevention and Control of Parasitic Diseases. STHs infections were detected by modified Kato-Katz method. Comprehensive information on the natural and social factors, STHs-related knowledge and behaviours were collected through questionnaire surveys. Retrospective spatial scan analysis was performed using SaTScan v10.1 to evaluate any identified spatial clusters of STHs infection for statistical significance and Bayes discriminant analysis was used to discriminate the high or low infection groups of the villages.
    RESULTS: In total, 72,160 participants were involved in our survey from 2016 to 2020. The overall STHs prevalence rate was 1.13%, with the eastern region of Shandong Province having the highest rate (2.02%). The predominant species was T. trichiura, with the prevalence rate of 0.99% and the ≥ 70-year age group possessed the highest rate of 2.21%. The STHs prevalence rate showed an annual linear downward trend from 2016 to 2020 ([Formula: see text] = 127.600, P < 0.001). Respondents aged ≥ 60 years had the lowest awareness level of STHs-related prevention knowledge (all P < 0.05), and were the most likely to adopt the practice of fertilizing with fresh stool (χ2 = 28.354, P < 0.001). Furthermore, the southern region demonstrated the highest temperature and rainfall level and the lowest GNP and annual net income per capita (all P < 0.05).
    CONCLUSIONS: There is a remarkable declining in STHs prevalence in Shandong Province from 2016 to 2020. However, the prevalence rates of STHs especially T. trichiura in the southern and eastern regions were still high, and the elderly were more susceptible to be infected with STHs owning to their low awareness level of STHS-related prevention knowledge and high adoption rate of dangerous production and living behaviours. Integrated approaches of health education, environment improvement and behaviour change should be strengthened to obtain a further reduction of STHs prevalence in China.
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  • 文章类型: Journal Article
    本研究的目的是了解山东省大学生参与应急教育的现状及其影响因素,提高大学生参与应急训练和锻炼活动的积极性,为高校开展突发公共卫生事件教育提供参考。
    2020年4月至5月,采用分层随机抽样的方法从山东省6所高校抽取6630名大学生。描述性分析,χ2检验,和逻辑回归进行统计分析。
    总的来说,35.5%和55.8%的大学生认为有必要参加应急教育活动,65.8%的大学生参加了应急训练和锻炼活动。通过多变量分析,结果显示,男性大学生,大二学生,医学生,从省内,唯一的孩子,身体健康,参加紧急教育课程,认为有必要参与应急教育,认为学校非常重视应急教育,相信教师的专业水平能够满足需要,了解突发公共卫生事件,接受过传染病预防和治疗等应急教育,应急教育培训活动参与率较高。
    山东省大学生参加应急教育的意愿较高,但是在紧急训练和锻炼活动中的意愿很低。性别,grade,职业,和学生的国籍,不管是独生子女,健康,学校课程中的紧急教育情况,应急教育的价值,应急教育参与,教师的学位\'专业水平满足要求,突发公共卫生事件状况以及传染病的预防和治疗等应急教育是影响山东省大学生参与应急培训和锻炼活动的主要因素。
    The aim of this study is to understand the current situation of university students\' participation in emergency education and its influencing factors in Shandong province, to improve the enthusiasm of university students\' involvement in emergency training and exercise activities, and to provide a reference for universities to carry out education on public health emergencies.
    From April to May 2020, 6,630 university students were selected from six universities in Shandong province by stratified random sampling. Descriptive analysis, χ2 test, and logistic regression for statistical analysis were also used.
    Overall, 35.5 and 55.8% of university students believed that it is necessary to participate in emergency education activities, and 65.8% of university students participated in emergency training and exercise activities. Through multivariate analysis, the results showed that university students who are men, sophomores, medical students, from within the province, the only child, have good health, take emergency education courses, think it is necessary to participate in emergency education, think the school attaches great importance to emergency education, believe that the professional teacher level to meet needs, know about public health emergencies, have received emergency education such as prevention and treatment of infectious diseases, and have a higher participation rate of emergency education and training activities.
    The willingness of university students to participate in emergency education in Shandong province is high, but the willingness in emergency training and exercise activities is low. Gender, grade, profession, and students\' nationalities, whether it is only children, health, the school courses in emergency education situations, the value of emergency education, emergency education to participate, the degree of teachers\' professional level to meet the requirements, a public health emergency condition as well as the prevention and treatment of infectious diseases such as emergency education are the main influencing factors for university students\' participation in emergency training and exercise activities in Shandong province.
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  • 文章类型: Journal Article
    With its unique geographical location, the coastal zone has concentrated great advantages in resources, population and economy. However, with the deepening of marine resources development activities, a series of problems have emerged in the coastal zone, such as the gradual shortage of resources, the decline of environmental quality and the increase of ecological risks. The coastal zone ecosystem has shown a certain degradation trend. Maintaining the health of the coastal zone ecosystem has become the primary task of the sustainable development of the marine economy. Monitoring the coastal ecosystem carrying capacity, diagnosing the health status of the coastal ecosystem, effectively planning and managing the development and utilization of natural resources in the coastal zone, and controlling human activities related to the sea within the ecological carrying capacity and health limits of the coastal zone are of great significance to the sustainable development of society and economy in the coastal zone. In this study, the ecosystem health model, state space model and ecological health early warning principle were comprehensively applied to construct the coastal ecosystem health diagnosis framework of \"Carrying type →Early warning degree →Health level;\" The evaluation index system of coastal ecosystem carrying capacity was established; Taking Shandong Province as the empirical research object, the health status of the coastal ecosystem in Shandong Province was diagnosed by using the relevant data from 2007 to 2019. The empirical results show that: (1) From 2007 to 2013, the carrying capacity of the coastal ecosystem in Shandong Province was relatively good, in the state of \"loadable\" or \"critical overload,\" while from 2014 to 2019, the carrying capacity was poor, in the state of \"overload;\" (2) From 2007 to 2013, the early warning degree of coastal ecosystem health in Shandong Province was in the state of \"no alarm,\" \"light alarm,\" and \"medium alarm,\" and the health level was in the state of \"very healthy,\" \"healthy,\" and \"sub-health;\" from 2014 to 2019, the health warning level of the coastal ecosystem in Shandong Province was in the state of \"serious alarm\" and \"extremely serious alarm,\" and the health level was in the state of \"unhealthy\" and \"Morbid,\" and the health status was worrying; (3) The key influencing factors affecting the carrying capacity of the coastal ecosystem mainly included the output of marine mining, marine GDP, per capita marine production, total amount of main pollutants directly discharged into the sea, domestic tourist arrivals in coastal cities, area of marine nature reserves, proportion of class IV and inferior class IV seawater, average density of beach garbage in the monitoring area, number of medical and health institutions; Finally, some policy suggestions were put forward to improve the health of coastal ecosystem in Shandong Province. In the \"discussion\" part of this study, the consistency between the research results of this paper and the actual situation of the marine ecosystem in Shandong Province and the existing research results of the same kind is compared, and the applicability and limitations of the research methods in this paper are put forward, indicating that the research methods in this paper are more applicable to the comparative analysis under the same ideal value determination criteria.
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  • 文章类型: Journal Article
    抗生素抗性病原体对全球人类和动物健康构成高风险。近年来,已经进行了许多研究,以研究肠道微生物群作为人类和动物中抗生素抗性基因(ARGs)库的作用。猪肠道细菌群落和相关ARGs的结构和功能仍然未知。在这项研究中,我们通过宏基因组测序对来自山东省16个城市的16个猪场的粪便样品的肠道微生物和抗性进行了表征。α多样性表明,德州(DZ)和济南(J)的粪便样品表现出较高的α多样性,最低的是日照(RZ)养猪场。其他猪场表现出相似的α多样性。此外,我们发现这些猪场的肠道细菌组成差异很大。在RZ和淄博(ZB)的养猪场,而普雷沃特拉sp。P5-92在滨州(BZ)和烟台(YT)中占有较高的比例。青岛(QD)农场之间的约氏乳杆菌比例相似,临沂(LY),泰安(TA),潍坊(WF),威海(WH),YT。总的来说,从48个粪便样品中获得1112个ARGs并将其分为69组。东营(DY)和WH农场的ARG丰度高于其他农场,而BZ和ZB最低的农场。有趣的是,发现BZ猪场是独家的,所以tetQ基因显示出更高的丰度。相比之下,来自DY的粪便样品中APH(3')-IIIa的负荷,J-1,LC,WF,WH很高。同时,筛选出最相关的ARGs和相应的微生物。我们的宏基因组测序数据提供了对丰度的新见解,多样性,和猪场细菌群落的结构。同时,我们筛选了携带ARG的细菌,并探讨了ARG与细菌群落之间的相关性,全面了解了山东不同养殖场的猪场ARGs和微生物。
    Antibiotic-resistant pathogens pose high risks to human and animal health worldwide. In recent years, many studies have been carried out to investigate the role of gut microbiota as a pool of antibiotic resistance genes (ARGs) in human and animals. Both the structure and function of the gut bacterial community and related ARGs in pig remain unknown. In this study, we characterized the gut microbiomes and resistomes of fecal samples collected from sixteen pig farms located in sixteen cities of Shandong Province by metagenomic sequencing. Alpha diversity indicated that fecal samples from Dezhou (DZ) and Jinan (J) showed higher alpha diversity, and the lowest was from pig farms of Rizhao (RZ). Other pig farms showed similar alpha diversity. Besides, we found that the composition of gut bacterial among these pig farms varied greatly. Helcococcus massiliensis was the dominant bacterial species in pig farms of RZ and Zibo (ZB), while Prevotella sp. P5-92 occupied a superior proportion in Binzhou (BZ) and Yantai (YT). The proportion of Lactobacillus johnsonii was similar among farms of Qingdao (QD), Linyi (LY), Taian (TA), Weifang (WF), Weihai (WH), and YT. In total, 1112 ARGs were obtained and classified into 69 groups from 48 fecal samples. ARG abundance was higher in farms of Dongying (DY) and WH than others, while the lowest farms in BZ and ZB. Interestingly, it is found that BZ pig farm was exclusive, so the tetQ gene showed a higher abundance. In contrast, the load of APH(3\') - IIIa in fecal samples from DY, J-1, LC, WF, and WH was high. Meanwhile, the most relevant ARGs and the corresponding microbes were screened out. Our metagenomic sequencing data provides new insights into the abundance, diversity, and structure of bacterial community in pig farms. Meanwhile, we screened ARG-carrying bacteria and explored the correlation between ARGs and bacterial community, which provide a comprehensive view of the pig fecial ARGs and microbes in different farms of Shandong.
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