Identification of Molecular Mechanisms Involved in Viral Infection Progression Based on Text Mining: Case Study for HIV Infection

被引:5
|
作者
Tarasova, Olga [1 ]
Biziukova, Nadezhda [1 ]
Shemshura, Andrey [2 ]
Filimonov, Dmitry [1 ]
Kireev, Dmitry [3 ]
Pokrovskaya, Anastasia [3 ,4 ]
Poroikov, Vladimir V. V. [1 ]
机构
[1] Inst Biomed Chem, 10 Bldg 8,Pogodinskaya Str, Moscow 119121, Russia
[2] Minist Hlth Krasnodar Reg, Fed Budget Publ Hlth Inst Clin Ctr HIV AIDS Treatm, 204-2 Im Mitrofana Sedina Str, Krasnodar 350000, Russia
[3] Fed Serv Surveillance Consumer Rights Protect & Hu, Fed Budget Inst Sci Cent Res Inst Epidemiol, Novogireevskaya Str 3A, Moscow 111123, Russia
[4] Peoples Friendship Univ Russia, Med Inst, Dept Infect Dis Courses Epidemiol & Phthisiol, 6 Miklukho Maklaya Str, Moscow 117198, Russia
基金
俄罗斯科学基金会;
关键词
HIV; AIDS; viral infection; viral infection progression; acute HIV infection; chronic HIV infection; text mining; machine learning;
D O I
10.3390/ijms24021465
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Viruses cause various infections that may affect human lifestyle for durations ranging from several days to for many years. Although preventative and therapeutic remedies are available for many viruses, they may still have a profound impact on human life. The human immunodeficiency virus type 1 is the most common cause of HIV infection, which represents one of the most dangerous and complex diseases since it affects the immune system and causes its disruption, leading to secondary complications and negatively influencing health-related quality of life. While highly active antiretroviral therapy may decrease the viral load and the velocity of HIV infection progression, some individual peculiarities may affect viral load control or the progression of T-cell malfunction induced by HIV. Our study is aimed at the text-based identification of molecular mechanisms that may be involved in viral infection progression, using HIV as a case study. Specifically, we identified human proteins and genes which commonly occurred, overexpressed or underexpressed, in the collections of publications relevant to (i) HIV infection progression and (ii) acute and chronic stages of HIV infection. Then, we considered biological processes that are controlled by the identified protein and genes. We verified the impact of the identified molecules in the associated clinical study.
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页数:13
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