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Classification of Blood Species Using Fluorescence Spectroscopy Combined with Deep Learning Method
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作者 Jianhong Gan Linhua Zhou +4 位作者 Jian Cui Boqi Man Xiaoning Jia Sanzhi Shi linna liu 《Journal of Applied Mathematics and Physics》 2019年第10期2324-2332,共9页
In this work, a deep belief neural network model (DBN) was developed to classify doves, chickens, mice and sheep blood samples, which have many similarities in composition causing their spectra to look almost identica... In this work, a deep belief neural network model (DBN) was developed to classify doves, chickens, mice and sheep blood samples, which have many similarities in composition causing their spectra to look almost identical by visual comparison alone. The DBN model was formulated for the feature extraction from the pretreated fluorescence spectroscopy. Then, cross-validation results showed that the application of deep learning method made it possible to classify the blood fluorescence spectroscopy in a more precise way than previous methods. Especially, the classification accuracy of whole blood with 1% of concentration was up to 97.5%. 展开更多
关键词 NEURAL Network Model Deep Learning CLASSIFICATION BLOOD SPECIES FLUORESCENCE SPECTROSCOPY
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A patient with long-term diabetes dies following infection with Francisella novicida in Guangdong province,China:a case report
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作者 Linjin Fan Jialong Guan +9 位作者 Lizhi Feng Yulong Wang Huimin Zeng Ying Zhu Hao Li Qiang Chen Linghua Li Jun Qian linna liu Yueping Li 《Infectious Diseases & Immunity》 2025年第1期68-71,共4页
The rarity of Francisella novicida infection in humans is well-known,and the F.novicida cases occur in immunocompromised patients or those with underlying health problems.Herein,we report the case of a patient with lo... The rarity of Francisella novicida infection in humans is well-known,and the F.novicida cases occur in immunocompromised patients or those with underlying health problems.Herein,we report the case of a patient with long-term diabetes who died following F.novicida infection that caused multiple organ failure,although F.novicida was effectively eliminated using antimicrobial therapy.Microbiological confirmation of F.novicida infection relies on metagenomic next-generation sequencing(mNGS)and pdpD-2 gene-specific identification.This study highlights the importance of early pathogen diagnosis in severely infected patients,particularly in cases of F.novicida,and indicates that mNGS is a useful tool for early diagnosis. 展开更多
关键词 Francisella novicida IMMUNOCOMPROMISED Metagenomics next-generation sequencing pdpD-2 gene Early diagnosis
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Biological characteristics, biosafety prevention and control strategies for the 2022 multi-country outbreak of monkeypox 被引量:2
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作者 Chudan Liang Jun Qian linna liu 《Biosafety and Health》 CSCD 2022年第6期376-385,共10页
Monkeypox is a zoonotic disease caused by the monkeypox virus(MPXV),which is a potential biological warfare agent of bioterrorism and poses the greatest threat to the world’s public biosafety and health after variola... Monkeypox is a zoonotic disease caused by the monkeypox virus(MPXV),which is a potential biological warfare agent of bioterrorism and poses the greatest threat to the world’s public biosafety and health after variola virus(VARV).While the coronavirus disease 2019(COVID-19)pandemic has not ended yet,monkeypox is spreading menacingly.The first case of monkeypox in a nonendemic country was confirmed on May 6^(th),2022,while the first imported case from Asia was found on June 21^(st).There were more than 16 thousand reported cases as of July 23^(rd),the day the World Health Organization(WHO)declared the global monkeypox outbreak a public health emergency of international concern(PHEIC)at the same level as smallpox and COVID-19;while there were more than 53 thousand cases as of September 1^(st).Therefore,we will propose relevant biosafety prevention and control strategies after analyzing the etiology of the 2022 multi-country monkeypox outbreak from the biological feature,transmissibility,epidemic,and variability of MPXV. 展开更多
关键词 Monkeypox virus Re-emerging infectious disease Biological characteristics Biosafety strategy
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Pure Red Cell Aplasia Caused by Parvovirus B19 in Patients with Human Immunodeficiency Virus Infection: A Series of Four Cases
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作者 Feilong Xu Yulong Wang +6 位作者 Linjin Fan Yaozu He Xiejie Chen Pengfei Ye linna liu Jun Qian Linghua Li 《Infectious Diseases & Immunity》 CSCD 2023年第3期132-135,共4页
Parvovirus B19(B19V)infection can cause pure red cell aplasia(PRCA)in patients with human immunodeficiency virus(HIV)infection.Intravenous immunoglobulin(IVIG)is a preferred treatment option.From July 2019 to March 20... Parvovirus B19(B19V)infection can cause pure red cell aplasia(PRCA)in patients with human immunodeficiency virus(HIV)infection.Intravenous immunoglobulin(IVIG)is a preferred treatment option.From July 2019 to March 2022,four patients with HIV infection were admitted to Guangzhou Eighth People’s Hospital with dizziness and fatigue and were diagnosed with PRCA.Blood investigations revealed severe anemia and the B19V genome.Therefore,the four patients were diagnosed with B19V-induced PRCA.All four patients received red blood cell transfusion in the setting of antiretroviral therapy,and two of the four patients received intravenous immunoglobulin(IVIG).After 3-7 months of treatment,all four patients recovered,although two did not receive IVIG.This suggests that IVIG is not always necessary for the treatment of PRCA in patients with HIV infection and that effective antiretroviral therapy and immunological reconstitution play an important role in the eradication of parvovirus. 展开更多
关键词 Acquired immunodeficiency syndrome Antiretroviral therapy HIV Intravenous immunoglobulin Parvovirus B19 Pure red cell aplasia
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Rapidly quantification of intact infectious H1N1 virus using ICA-qPCR and PMA-qPCR
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作者 Chudan Liang Zequn Wang +10 位作者 Linjin Fan Yulong Wang Yuandong Zhou Xiaofeng Yang Jingyan Lin Pengfei Ye Wendi Shi Hongxin Huang Huijun Yan linna liu Jun Qian 《Biosafety and Health》 CSCD 2024年第6期327-336,共10页
The increase in emerging and reemerging infectious diseases has underscored the need for the prompt monitoring of intact infectious viruses and the quick assessment of their infectivity.However,molecular techniques ca... The increase in emerging and reemerging infectious diseases has underscored the need for the prompt monitoring of intact infectious viruses and the quick assessment of their infectivity.However,molecular techniques cannot distinguish between intact infectious and noninfectious viruses.Here,two distinct methodologies have been developed for the expeditious and dependable quantification of intact infectious H1N1 virus,and several experiments have been conducted to substantiate their efficacy.One is an integrated cell absorption quantitative polymerase chain reaction(qPCR)method(ICA-qPCR),and the other is a combined propidium monoazide qPCR method(PMA-qPCR).The quantification limit is 100 cell culture infective dose 50%(CCID50)/mL in ICA-qPCR following a 1.5-hour cell absorption or 126 CCID50/mL after a 15-minute incubation.For PMA-qPCR,the limit was 2,512 CCID50/mL.The number of genome copies quantified by the ICA-qPCR and PMA-qPCR methods was strongly correlated with the infectious titer determined by the CCID50 assay,thereby enabling the estimation of virus infectivity.The ICA-qPCR and PMA-qPCR methods are both suitable for the identification and quantification of intact infectious H1N1 virus in inactivated samples,wastewater,and biological materials.In conclusion,the ICA-qPCR and PMA-qPCR methods have distinct advantages and disadvantages,and can be used to quantify intact infectious viruses rapidly.These methodologies can facilitate the identification of the presence of intact infectious viruses in wastewater or on pathogen-related physical surfaces in high-level biosafety laboratories and medical facilities.Furthermore,these methodologies can also be utilized to detect other highly pathogenic pathogens. 展开更多
关键词 Intact infectious virus Rapid quantification Integrated cell absorption quantitative polymerase chain reaction(ICA-qPCR) Propidium monoazide quantitative polymerase chain reaction(PMA-qPCR) INACTIVATION
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