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Combined Influence of Insulin Resistance and Inflammatory Biomarkers on Type 2 Diabetes:A Population-based Prospective Cohort Study of Inner Mongolians in China 被引量:16
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作者 QIU Qiao Yan ZHANG Bei Lei +5 位作者 ZHANG Ming Zhi WU Jia Hui ZHOU Jing Wen LIANG Zhu ZHANG Yong Hong ZHANG Shao Yan 《Biomedical and Environmental Sciences》 SCIE CAS CSCD 2018年第4期300-305,共6页
This prospective study was designed to examine the combined influence of insulin resistance(IR)and inflammatory biomarker levels on type 2 diabetes mellitus(T2DM)among 1,903Inner Mongolians.
关键词 CRP DM Combined Influence of Insulin Resistance and Inflammatory Biomarkers on type 2 Diabetes A Population-based Prospective Cohort study of Inner Mongolians in China IR
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STUDY ON THE SYNTHESIS OF A NEW TYPE OF PHOSPHORUS HETEROCYCLIC COMPOUNDS-PYRAZOLO[3,4-d]-1,3,2-DIAZAPHOSPHORIN-6-ONE 被引量:2
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作者 Ru Yu CHEN Jian Wu WANG Institute of Elemento-Organic Chemistry,Nankai University,Tianjin 300071,China 《Chinese Chemical Letters》 SCIE CAS CSCD 1990年第1期59-60,共2页
1-substituted-5-benzoylamino-4-pyrazolecarboxamides(2)were prepared by the reaction of 1-substituted pyrazolo[3,4-d]-oxazinone(1) with amines in benzene.The compound 2 was refluxed with excess LiAlH_4 in a mixture of ... 1-substituted-5-benzoylamino-4-pyrazolecarboxamides(2)were prepared by the reaction of 1-substituted pyrazolo[3,4-d]-oxazinone(1) with amines in benzene.The compound 2 was refluxed with excess LiAlH_4 in a mixture of THF and ether,one of the two carbamoyl groups in the molecule 2 was reduced selectively.As the results,1-substituted-5- benzylamino-4-pyrazolecarboxamides(3)were obtained.Compounds 3 reacted with Cl_2PPh-X,or P(NET_2)_3,producing the title compounds(4). The conditions of the reactions were studied. 展开更多
关键词 DIAZAPHOSPHORIN-6-ONE study ON THE SYNTHESIS OF A NEW type OF PHOSPHORUS HETEROCYCLIC COMPOUNDS-PYRAZOLO[3 4-d
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A QUANTITATIVE STUDY ON ENHANCEMENT OF TYPE Ⅱ PHOTOSENSITIZED OXIDATION REACTION RATE BY HEAVY WATER
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作者 Xian Fu ZHANG Hui Jun XU Institute of Photographic Chemistry,Academia Sinica,Beijing,100101 《Chinese Chemical Letters》 SCIE CAS CSCD 1993年第8期715-718,共4页
A method for quantitative evaluating the enhancement of the rate of Type Ⅱ photosensitized oxidation by D_2O was suggested. The effect of substrate concentration on this process was also discussed.
关键词 A QUANTITATIVE study ON ENHANCEMENT OF type PHOTOSENSITIZED OXIDATION REACTION RATE BY HEAVY WATER RATE
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Study on a New Type of All-Solid-StateReference Electrode
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作者 Huang, CL Ren, JJ Xu, DF 《Chinese Chemical Letters》 SCIE CAS CSCD 1996年第11期1019-1022,共4页
A new type of all-solid-state Ag/AgCl reference electrode was constructed by using urea-formaldehyde resin as the frame material and KCl powder as the active component. The properties of the electrode were studied in ... A new type of all-solid-state Ag/AgCl reference electrode was constructed by using urea-formaldehyde resin as the frame material and KCl powder as the active component. The properties of the electrode were studied in detail. The electrode exhibited excellent characteristics and could be applied to the electrochemical measurements in syrupy, colloidal and higher temperature solutions as a reference electrode. 展开更多
关键词 study on a New type of All-Solid-StateReference Electrode
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Safety Observation Study on Haemophilus Influenza Type B Conjugate Vaccines Injected at Different Sites in Chinese Infants
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作者 LUO Feng Ji SHI Nian Min +6 位作者 LI Li ZHANG Zheng AI Xing YANG Li Qing BAI Yun Hua WANG Zhao Yun LU Qiang 《Biomedical and Environmental Sciences》 SCIE CAS CSCD 2013年第8期693-696,共4页
In the present study, the safety of Hoemophilus influenza type b conjugate vaccines inoculated in the upper arm deltoid and vastus lateralis muscle was evaluated. 680 infants aged 2-5 months and 6-12 months were selec... In the present study, the safety of Hoemophilus influenza type b conjugate vaccines inoculated in the upper arm deltoid and vastus lateralis muscle was evaluated. 680 infants aged 2-5 months and 6-12 months were selected to be the research subjects in whom the Hib conjugate vaccines were inoculated by injection in the upper arm deltoid and vastus lateralis muscle, respectively. The safety analysis indicated that there were no statistic differences in the incidence rates of adverse reactions when the Hib conjugate vaccines were inoculated at different sites. So we concluded that the safety of inoculation injection of Hib conjugate vaccines in vastus lateralis muscle was the same as that inoculated in the upper arm deltoid. 展开更多
关键词 In Safety Observation study on Haemophilus Influenza type B Conjugate Vaccines Injected at Different Sites in Chinese Infants
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SPECTRAL STUDY ON A NEW 3d_z^2 TYPE COPPER(Ⅱ)COMPLEX OF PHENOLIC POLYMERIC CROWN ETHER
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作者 Jian Bo LIU Yong LI Jin Liang GUO DEPARTMENT OF CHEMISTRY,TSINGHUA UNIVERSITY,BEIJING,100084 《Chinese Chemical Letters》 SCIE CAS CSCD 1993年第8期745-748,共4页
ESR and IR measurements have been carried out for a copper(Ⅱ)complex of phenolic polymeric crown ether,As a result,the triplet ESR spectrum(S=1)of 3d_z2 ground state copper(Ⅱ)ions was first observed for the powder s... ESR and IR measurements have been carried out for a copper(Ⅱ)complex of phenolic polymeric crown ether,As a result,the triplet ESR spectrum(S=1)of 3d_z2 ground state copper(Ⅱ)ions was first observed for the powder sample.It indicated that there existed intramolecular spin-spin interaction betweeen 3d_Z2 ground state copper(Ⅱ)and copper(Ⅱ)ions.In this binuclear triplet cluster,the axial ligntion of one water molecule in a sandwich position to two adjacent copper(Ⅱ) ions was also confirmed by IR spectra,All things considered,a possible structure for the complex was proposed. 展开更多
关键词 SPECTRAL study ON A NEW 3d_z~2 type COPPER COMPLEX OF PHENOLIC POLYMERIC CROWN ETHER Cu
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STUDY ON THE FAULT TECTONIC-METALLOGENETIC MECHANISM OF W-Sb-Au TYPE GOLD DEPOSITS
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《Geotectonica et Metallogenia》 1994年第Z2期78-78,共1页
关键词 SB study ON THE FAULT TECTONIC-METALLOGENETIC MECHANISM OF W-Sb-Au type GOLD DEPOSITS
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A Study of Plume Rise from Multi-tube Chimney and Types of Chimney Structure
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作者 Liu Yongjiu Northwest Electric Power Design Institute 《Electricity》 1996年第3期18-22,共5页
This paper tries to determine the economical type of reinforced concrete chimney structure based on the same effective height of chimney. The simulated experiments of wind tunnel are performed for the study, which com... This paper tries to determine the economical type of reinforced concrete chimney structure based on the same effective height of chimney. The simulated experiments of wind tunnel are performed for the study, which compare multi-tube chimney with single tube chimney based on the same buoyancy flux of plume. According to the comparison among the experiment results and the previous study of plume rise, the paper defines some final plume rise models. Finally, the paper gives the cost-benefit analysis after making cost estimation for different types of chimney structure and recommends the economical and reasonable type of chimney structure in light of the same environmental benefits. 展开更多
关键词 A study of Plume Rise from Multi-tube Chimney and types of Chimney Structure THAN
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Comparison of dimension reduction-based logistic regression models for case-control genome-wide association study:principal components analysis vs.partial least squares 被引量:2
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作者 Honggang Yi Hongmei Wo +9 位作者 Yang Zhao Ruyang Zhang Junchen Dai Guangfu Jin Hongxia Ma Tangchun Wu Zhibin Hu Dongxin Lin Hongbing Shen Feng Chen 《The Journal of Biomedical Research》 CAS CSCD 2015年第4期298-307,共10页
With recent advances in biotechnology, genome-wide association study (GWAS) has been widely used to identify genetic variants that underlie human complex diseases and traits. In case-control GWAS, typical statistica... With recent advances in biotechnology, genome-wide association study (GWAS) has been widely used to identify genetic variants that underlie human complex diseases and traits. In case-control GWAS, typical statistical strategy is traditional logistical regression (LR) based on single-locus analysis. However, such a single-locus analysis leads to the well-known multiplicity problem, with a risk of inflating type I error and reducing power. Dimension reduction-based techniques, such as principal component-based logistic regression (PC-LR), partial least squares-based logistic regression (PLS-LR), have recently gained much attention in the analysis of high dimensional genomic data. However, the perfor- mance of these methods is still not clear, especially in GWAS. We conducted simulations and real data application to compare the type I error and power of PC-LR, PLS-LR and LR applicable to GWAS within a defined single nucleotide polymorphism (SNP) set region. We found that PC-LR and PLS can reasonably control type I error under null hypothesis. On contrast, LR, which is corrected by Bonferroni method, was more conserved in all simulation settings. In particular, we found that PC-LR and PLS-LR had comparable power and they both outperformed LR, especially when the causal SNP was in high linkage disequilibrium with genotyped ones and with a small effective size in simulation. Based on SNP set analysis, we applied all three methods to analyze non-small cell lung cancer GWAS data. 展开更多
关键词 principal components analysis partial least squares-based logistic regression genome-wide association study type I error POWER
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The Beijing Desheng Diabetic Eye Study:rationale,design,methodology and baseline data 被引量:4
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作者 Yun-Yun Li Xiu-Fen Yang +3 位作者 Hong Gu Xi-Pu Liu Torkel Snellingen Ning-Pu Liu 《International Journal of Ophthalmology(English edition)》 SCIE CAS 2018年第1期108-116,共9页
AIM: To present the rationale, design, methodology, and the baseline data of the Beijing Desheng Diabetic Eye Study(BDDES), and to determine the prevalence of diabetic retinopathy(DR) and possible risk factors in... AIM: To present the rationale, design, methodology, and the baseline data of the Beijing Desheng Diabetic Eye Study(BDDES), and to determine the prevalence of diabetic retinopathy(DR) and possible risk factors in patients with type 2 diabetes mellitus(T2DM) in an urban community of Beijing, China.METHODS: Community-based prospective cohort study of persons diagnosed with T2DM aged 30 y or older. The main variables of interest are the presence and progression of DR as determined by the standardized ETDRS grading of seven fields fundus photographs. The presence and severity of DR were analyzed for possible correlations to non-genetic and genetic dispositions.RESULTS: A total of 1438 participants with data available for analysis, the prevalence of any DR was 35.4%. The prevalence of mild non-proliferative diabetic retinopathy(NPDR), moderate NPDR, severe NPDR, and proliferative diabetic retinopathy was 27.7%, 2.6%, 0.5% and 4.5%, respectively. By multiple logistic regression analysis, risk factors for the presence of any DR included male(P=0.031), lower income level(P=0.011), lower education background(P=0.022), longer duration of diabetes(P=0.001), younger age at diabetic onset(P=0.001), higher systolic blood pressure(P=0.007), higher glycosylated hemoglobin A1 c levels(P=0.001), high albuminuria(P=0.03), and use of insulin(P〈0.001). For vision-threatening DR, four factors were significant: younger age at diabetic onset(P〈0.001),higher systolic blood pressure(P=0.042), high albuminuria(P〈0.001), and use of insulin(P〈0.001). CONCLUSION: The BDDES is the first large-scale ongoing cohort study of a Chinese urban population of persons with type 2 diabetes. Using standardized grading system comparable to large cohort studies from western populations, our baseline data shows that the prevalence of DR and major risk factors in this Chinese ethnic population are comparable to that found in the western population studies. 展开更多
关键词 type 2 diabetes mellitus diabetic retinopathy risk factors cohort study
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Current understandings of the pathogenesis of type 1 diabetes:Genetics to environment 被引量:2
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作者 Adebola Matthew Giwa Rizwan Ahmed +5 位作者 Zahra Omidian Neha Majety Kagan Ege Karakus Sarah M Omer Thomas Donner Abdel Rahim A Hamad 《World Journal of Diabetes》 2020年第1期13-25,共13页
Type 1 diabetes(T1D)is an autoimmune disease that usually strikes early in life,but can affect individuals at almost any age.It is caused by autoreactive T cells that destroy insulin-producing beta cells in the pancre... Type 1 diabetes(T1D)is an autoimmune disease that usually strikes early in life,but can affect individuals at almost any age.It is caused by autoreactive T cells that destroy insulin-producing beta cells in the pancreas.Epidemiological studies estimate a prevalence of 1 in 300 children in the United States with an increasing incidence of 2%-5%annually worldwide.The daily responsibility,clinical management,and vigilance required to maintain blood sugar levels within normal range and avoid acute complications(hypoglycemic episodes and diabetic ketoacidosis)and long term micro-and macro-vascular complications significantly affects quality of life and public health care costs.Given the expansive impact of T1D,research work has accelerated and T1D has been intensively investigated with the focus to better understand,manage and cure this condition.Many advances have been made in the past decades in this regard,but key questions remain as to why certain people develop T1D,but not others,with the glaring example of discordant disease incidence among monozygotic twins.In this review,we discuss the field’s current understanding of its pathophysiology and the role of genetics and environment on the development of T1D.We examine the potential implications of these findings with an emphasis on T1D inheritance patterns,twin studies,and disease prevention.Through a better understanding of this process,interventions can be developed to prevent or halt it at early stages. 展开更多
关键词 type 1 diabetes genetics type 1 diabetes epigenetics Role of genetics in type 1 diabetes Diabetes prevention type 1 diabetes environment type 1 diabetes twin studies type 1 diabetes concordance type 1 diabetes discordance
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Studies on Progressive Reactions Leading Formations of Different Types of Barium Ferrites
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作者 H.I.Saleh(Inorganic Chemistry Department, National Research Centre, Dokki-12311, Cairo, Egypt) 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 1999年第2期159-163,共5页
The present investigation is concerned with the reaction of barium and iron nitrates mixtures using three different molar ratios, 1:1 (Ⅰ), 1:2 (Ⅱ) and 2:1 (Ⅲ) at different temperatures as pointed out from the DTA d... The present investigation is concerned with the reaction of barium and iron nitrates mixtures using three different molar ratios, 1:1 (Ⅰ), 1:2 (Ⅱ) and 2:1 (Ⅲ) at different temperatures as pointed out from the DTA data. The reaction products exhibit 12 compounds namely, Ba(NO3)2, αFe2O3, Fe3O4, BaFeO3, BaFeO2.9, hexagonal BaFeO3-x, tetragonal BaFeO3-x, BaFe2O4, αBaFe2O4, Ba2Fe6O11, Ba5Fe14O26 and BaFe12O19. The formation of these products depend on the molar ratio between the reactants and the reaction temperature. The reaction products were studied by DTA and TG techniques and characterized by X-ray diffraction patterns, magnetic susceptibility data and scanning electron microscopy, SEM. 展开更多
关键词 Ba Studies on Progressive Reactions Leading Formations of Different types of Barium Ferrites OO
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STUDIES ON THE PROPERTIES OF SCHIFF BASE TYPE ARYLMERCURY COMPOUNDS.II ^(199)Hg NMR SPECTRA OF MERCURATED DERIVATIVES OF SUBSTITUTED BENZYLIDENEANILINES
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作者 Yang Jie WU Kui Ling DING Department of Chemistry,Zhengzhou University,Zhengzhou,450052.Li YANG Lanzhou University,National Applied Laboratory of Organic Chemistry,Lanzhou,730000 《Chinese Chemical Letters》 SCIE CAS CSCD 1992年第9期677-680,共4页
^(199)Hg NHR spectra of 18 Schiff base type arylmercury compounds have been studied.It was further confirmed that in the molecule of XC_6H_4CH=NC_6H_3-2-HgC1-4-CH_3 there exists an intramolecular N→Hg coordination vi... ^(199)Hg NHR spectra of 18 Schiff base type arylmercury compounds have been studied.It was further confirmed that in the molecule of XC_6H_4CH=NC_6H_3-2-HgC1-4-CH_3 there exists an intramolecular N→Hg coordination via a four-membered ring.For the series of XC_6H_4CH=NC_6H_3-2-HgCl-4-CH_3(X is a para-or mera-substituent),there is a good linear correlation between δ^(199)Hg and Hammett's o constants.The influence of substituents of C-pheny1 ring on the δ ^(199)Hg can be explained in terms of the intramolecular N→Hg coordination. 展开更多
关键词 Hg NMR SPECTRA OF MERCURATED DERIVATIVES OF SUBSTITUTED BENZYLIDENEANILINES STUDIES ON THE PROPERTIES OF SCHIFF BASE type ARYLMERCURY COMPOUNDS.II NMR
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STUDIES ON THE PROPERTIES OF SCHIFF BASE TYPE ARYLMERCURY COMPOUNDS Ⅲ TRANSMETALLATION REACTION OF SCHIFF BASE TYPE ARYLMERCURY COMPOUNDS WITH METALLIC TIN
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作者 Kui Ling DING Yang Jie Wu Yang WANG Department of Chemistry,Zhengzhou University,Zhengzhou 450052Li YANG Lanzhou University,National Applied Laboratory of Organic Chemistry,Lanzhou,730000 《Chinese Chemical Letters》 SCIE CAS CSCD 1993年第3期221-224,共4页
The transmetallation reaction of 4 Schiff base type arylmercury compounds with metallic tin has been carried out in refluxing xylene.It was found that the reaction proceeds in the same manner as that of chloro[2-(phen... The transmetallation reaction of 4 Schiff base type arylmercury compounds with metallic tin has been carried out in refluxing xylene.It was found that the reaction proceeds in the same manner as that of chloro[2-(phenylazo)phenyl]mercury(Ⅱ) to give dichlorobisaryltin(Ⅳ).The ~1H NMR spectra of the products provide evidence for the presence of N→Sn intramolecular coordination.The formation of dichlorobisaryltin(Ⅳ)as a unique product probably arises from the N→Sn intramolecular coordination which results in the increasing of the stability of the molecule. 展开更多
关键词 STUDIES ON THE PROPERTIES OF SCHIFF BASE type ARYLMERCURY COMPOUNDS TRANSMETALLATION REACTION OF SCHIFF BASE type ARYLMERCURY COMPOUNDS WITH METALLIC TIN Sn
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A theoretical and experimental study on no-guide light pen type 3D-coordinate measurement system 被引量:1
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作者 张晓芳 俞信 +1 位作者 蒋诚志 王宝光 《Chinese Optics Letters》 SCIE EI CAS CSCD 2003年第4期214-216,共3页
A novel no-guide light pen type 3D-coordinate measurement system with three sets of position sensitive devices (PSDs) to realize intersection converge imaging is introduced. It is called as the light pen type measurem... A novel no-guide light pen type 3D-coordinate measurement system with three sets of position sensitive devices (PSDs) to realize intersection converge imaging is introduced. It is called as the light pen type measurement system, because the measuring head is shaped as a pen with several light sources on it. The structure design, measurement principle and experimental results are presented. The theoretical analysis and experimental results prove that this system has advanced features of simple structure, high automation, and high accuracy, and can be used in the measurement fields of mechanical manufacture, robot, auto, aviation and medicine effectively. 展开更多
关键词 of as on into A theoretical and experimental study on no-guide light pen type 3D-coordinate measurement system type view be length line PSD
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Study on the wavelength calibration of type Ⅲ concave grating spectrometry system
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作者 白力 廖宁放 +1 位作者 栗兆剑 杨卫平 《Chinese Optics Letters》 SCIE EI CAS CSCD 2004年第3期174-176,共3页
We discuss and calibrate the spectronaetry system based on concave reflection grating. The working principle, structure and parameters of the spectrometry system are introduced. For the wavelength calibration problem,... We discuss and calibrate the spectronaetry system based on concave reflection grating. The working principle, structure and parameters of the spectrometry system are introduced. For the wavelength calibration problem, three methods are put forward and discussed in detail with formulation calculation method, circular iteration method and interpolation. Interpolation is used to calibrate the concave reflection grating spectrometry system and the error is less than 1 nm. Four spectrum images that the system collected are given in this paper. The experimental results indicate that a spectrometry system can be based on concave reflection grating and be calibrated by interpolation. 展开更多
关键词 study on the wavelength calibration of type concave grating spectrometry system
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Type A People May Have Lower Quality of Life:Study
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作者 Charnicia E.Huggins 占存存 《当代外语研究》 2003年第7期5-7,共3页
一项小型研究发现,具有A型个性者(其表现特征为易怒,敌意,急躁)其生活质量似乎就比较 低。
关键词 type A People May Have Lower Quality of Life:study 圣地亚哥
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An association study of protein tyrosine phosphatase receptor type R gene polymorphism and the resting-state functional magnetic resonance imaging in major depressive disorder
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作者 王利娟 《China Medical Abstracts(Internal Medicine)》 2017年第1期64-,共1页
Objective To explore the influence of a polymorphism of protein tyrosine phosphatase receptor type R(PTPRR)gene rs1513105 on abnormal brain activities in resting-state patients with major depressive disorder(MDD)using... Objective To explore the influence of a polymorphism of protein tyrosine phosphatase receptor type R(PTPRR)gene rs1513105 on abnormal brain activities in resting-state patients with major depressive disorder(MDD)using the gene-imaging technology.Methods 54MDD and 43 gender-,age-,and education-matched con- 展开更多
关键词 MDD gene An association study of protein tyrosine phosphatase receptor type R gene polymorphism and the resting-state functional magnetic resonance imaging in major depressive disorder type
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Taxonomic study of Favolus and Neofavolus gen. nov. segregated from Polyporus (Basidiomycota, Polyporales) 被引量:1
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作者 Kozue Sotome Yasunori Akagi +2 位作者 Su See Lee Noemia K.Ishikawa Tsutomu Hattori 《Fungal Diversity》 SCIE 2013年第1期245-266,共22页
We present a taxonomic study of‘group Favolus’and related species in Polyporus.Phylogenetic analyses of nurLSU and ITS regions revealed that the infrageneric‘group Favolus’is divided into two main clades.Fungi wit... We present a taxonomic study of‘group Favolus’and related species in Polyporus.Phylogenetic analyses of nurLSU and ITS regions revealed that the infrageneric‘group Favolus’is divided into two main clades.Fungi within the group share laterally stipitate basidiocarps,with non-crustose stipe surfaces,and are distinguishable by the morphology of the pileus surface.One clade is characterized by species with hyaline to brown cutis,composed of hyaline to brown agglutinated generative hyphae.The other clade accommodates species with radially striate pileus,and lacks any distinct cutis of agglutinated hyphae.We propose Neofavolus gen.nov.,typified by N.alveolaris,for the former clade,and revise the genus Favolus,typified by F.brasiliensis,for the latter clade.Neofavolus includes N.mikawai and N.cremeoalbidus sp.nov.,known only from temperate eastern Asia,in addition to N.alveolaris.Favolus includes members of the Polyporus grammocephalus complex,the P.tenuiculus complex,and P.pseudobetulinus.We reveal that the polypore known as‘P.grammocephalus’in Asia includes F.acervatus and F.emerici(0 P.grammocephalus),whereas‘P.tenuiculus’includes three distinct species;F.brasiliensis from tropical America,and F.spathulatus and F.roseus from tropical Asia.Detailed descriptions and illustrations are provided for the accepted species in Favolus and Neofavolus. 展开更多
关键词 POLYPORES POLYPORACEAE type study Wooddecaying fungi
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Relationship between atomic structure and crystal type studied by artificial neural network
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作者 姚树文 刘刚 陈念贻 《Chinese Science Bulletin》 SCIE EI CAS 1996年第22期1936-1936,共1页
We have used chemical bond parameters and pattern recognition method to investigatethe regularities of the crystal type of alloy phase,and achieved good results.Theparameters used,however,are semi-empirical paramters,... We have used chemical bond parameters and pattern recognition method to investigatethe regularities of the crystal type of alloy phase,and achieved good results.Theparameters used,however,are semi-empirical paramters,which are not very strict fromtheoretical viewpoint.In this letter,we use the numbers describing atomic structure(thenumbers of valence electrons Z<sub>1</sub>,Z<sub>2</sub>,the principal quantum numbers of valence electrons n<sub>1</sub>, 展开更多
关键词 type Relationship between atomic structure and crystal type studied by artificial neural network
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